Here is a heatmap of the spectral distances between the Primal Classification Hypegraphs (or Model 1 Hypergraphs), where vertices are cells and hyperedges are cell fates. The hyeprgraphs have been sorted in the heatmap such the species tested on is grouped together. It is clear to see, that all hypergraphs tested on the same species have low spectral distance between them, except for Human 3 who’s spectral distance is much closer to mice than it is to humans.
Here is a heatmap of the spectral distances between the Dual Classification Hypegraphs (or Model 2 Hypergraphs), where vertices are cell fates and hyperedges are cells. It is harder to immediately analyse these resluts by inspection. There is a definite pattern to the data with respect to the species the classifiers were tested and trained on. It is interesting to note that the spectral distances between all hypergraphs where the classifier was both tested and trained on the same species is low. Oimilarly to the primal case, the pattern in the data is broken by Human 3. The hypergraphs of classifiers trained on Human 3 but then tested on mice has a starkly different heatmap to other similar classifiers.
The spectral distance from the disconnected hypergraph might be able to be used as a measure of confidence of a set of classifications. The disconnected hyeprgraph (the hypergraph where all hyperedges are a loop around one vertex) in the context of hypergraphs created using ML softmax output, would represent a classifier that was completely confident with every classification. Therefore, the greater the spectral distance between a given hypergraph and the disconnected hypergraph the less structural similarities there are between them and therefore the less likely it is to represent stronlgy confident classifications.
There is an apparent pattern in the data that the lower the balanced accuracy, the higher the spectral distance (the less confident the predictions are). It is noticable that there are two distinct trends, one for the classifications tested on mice and one for the classifications tested on humans.
1.51
4.88
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9407407 | 0.9121531 | 0.9131074 | 0.9616662 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9953704 | 0.9682540 | 0.9728507 | 0.9945652 | 0.9728507 | 0.9953704 | 0.9839817 | 0.5333333 | 0.5308642 | 0.5456790 | 0.9818122 |
| Class: HSPCs | 0.8846154 | 0.9920844 | 0.8846154 | 0.9920844 | 0.8846154 | 0.8846154 | 0.8846154 | 0.0641975 | 0.0567901 | 0.0641975 | 0.9383499 |
| Class: Monoblasts | 0.8148148 | 0.9894180 | 0.8461538 | 0.9868074 | 0.8461538 | 0.8148148 | 0.8301887 | 0.0666667 | 0.0543210 | 0.0641975 | 0.9021164 |
| Class: Monocytes | 0.8947368 | 0.9948187 | 0.8947368 | 0.9948187 | 0.8947368 | 0.8947368 | 0.8947368 | 0.0469136 | 0.0419753 | 0.0469136 | 0.9447777 |
| Class: Myeloblasts | 0.9811321 | 0.9914773 | 0.9454545 | 0.9971429 | 0.9454545 | 0.9811321 | 0.9629630 | 0.1308642 | 0.1283951 | 0.1358025 | 0.9863047 |
| Class: Myelocytes | 0.8800000 | 0.9947368 | 0.9166667 | 0.9921260 | 0.9166667 | 0.8800000 | 0.8979592 | 0.0617284 | 0.0543210 | 0.0592593 | 0.9373684 |
| Class: Neutrophils | 0.8750000 | 0.9948586 | 0.8750000 | 0.9948586 | 0.8750000 | 0.8750000 | 0.8750000 | 0.0395062 | 0.0345679 | 0.0395062 | 0.9349293 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9974874 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0197531 | 0.0172840 | 0.0172840 | 0.9375000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9925926 | NA | 0.0000000 | NA | 0.0074074 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.7500000 | 0.9949622 | 0.7500000 | 0.9949622 | 0.7500000 | 0.7500000 | 0.7500000 | 0.0197531 | 0.0148148 | 0.0197531 | 0.8724811 |
| Class: T-NK | 0.7500000 | 1.0000000 | 1.0000000 | 0.9975124 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0098765 | 0.0074074 | 0.0074074 | 0.8750000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 215 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 |
| HSPCs | 1 | 23 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| Monoblasts | 0 | 0 | 22 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 1 | 17 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Myeloblasts | 0 | 0 | 3 | 0 | 52 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 22 | 2 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 2 | 14 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 6 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9147059 | 0.8754264 | 0.879801 | 0.9421335 | 0.5294118 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9944444 | 0.9750000 | 0.9781421 | 0.9936306 | 0.9781421 | 0.9944444 | 0.9862259 | 0.5294118 | 0.5264706 | 0.5382353 | 0.9847222 |
| Class: HSPCs | 0.8000000 | 0.9723077 | 0.5714286 | 0.9905956 | 0.5714286 | 0.8000000 | 0.6666667 | 0.0441176 | 0.0352941 | 0.0617647 | 0.8861538 |
| Class: Monoblasts | 0.7222222 | 0.9813665 | 0.6842105 | 0.9844237 | 0.6842105 | 0.7222222 | 0.7027027 | 0.0529412 | 0.0382353 | 0.0558824 | 0.8517943 |
| Class: Monocytes | 0.8000000 | 0.9938462 | 0.8571429 | 0.9907975 | 0.8571429 | 0.8000000 | 0.8275862 | 0.0441176 | 0.0352941 | 0.0411765 | 0.8969231 |
| Class: Myeloblasts | 0.9743590 | 0.9933555 | 0.9500000 | 0.9966667 | 0.9500000 | 0.9743590 | 0.9620253 | 0.1147059 | 0.1117647 | 0.1176471 | 0.9838572 |
| Class: Myelocytes | 0.9333333 | 0.9907692 | 0.8235294 | 0.9969040 | 0.8235294 | 0.9333333 | 0.8750000 | 0.0441176 | 0.0411765 | 0.0500000 | 0.9620513 |
| Class: Neutrophils | 0.8695652 | 1.0000000 | 1.0000000 | 0.9906250 | 1.0000000 | 0.8695652 | 0.9302326 | 0.0676471 | 0.0588235 | 0.0588235 | 0.9347826 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9969970 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0235294 | 0.0205882 | 0.0205882 | 0.9375000 |
| Class: Pre-B | 0.1666667 | 1.0000000 | 1.0000000 | 0.9852507 | 1.0000000 | 0.1666667 | 0.2857143 | 0.0176471 | 0.0029412 | 0.0029412 | 0.5833333 |
| Class: Pro-B | 0.8823529 | 0.9907121 | 0.8333333 | 0.9937888 | 0.8333333 | 0.8823529 | 0.8571429 | 0.0500000 | 0.0441176 | 0.0529412 | 0.9365325 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9882353 | NA | 0.0000000 | NA | 0.0117647 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 179 | 2 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 |
| HSPCs | 1 | 12 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
| Monoblasts | 0 | 1 | 13 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| Monocytes | 0 | 0 | 1 | 12 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Myeloblasts | 0 | 0 | 2 | 0 | 38 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 14 | 3 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 15 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9415584 | 0.9109912 | 0.9092077 | 0.9649997 | 0.5616883 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9925926 | 0.9942529 | 1.0000000 | 0.9942529 | 1.0000000 | 0.9971182 | 0.5616883 | 0.5616883 | 0.5649351 | 0.9962963 |
| Class: HSPCs | 0.8947368 | 0.9792388 | 0.7391304 | 0.9929825 | 0.7391304 | 0.8947368 | 0.8095238 | 0.0616883 | 0.0551948 | 0.0746753 | 0.9369878 |
| Class: Monoblasts | 0.5333333 | 0.9897611 | 0.7272727 | 0.9764310 | 0.7272727 | 0.5333333 | 0.6153846 | 0.0487013 | 0.0259740 | 0.0357143 | 0.7615472 |
| Class: Monocytes | 1.0000000 | 0.9932886 | 0.8333333 | 1.0000000 | 0.8333333 | 1.0000000 | 0.9090909 | 0.0324675 | 0.0324675 | 0.0389610 | 0.9966443 |
| Class: Myeloblasts | 0.9655172 | 0.9856631 | 0.8750000 | 0.9963768 | 0.8750000 | 0.9655172 | 0.9180328 | 0.0941558 | 0.0909091 | 0.1038961 | 0.9755902 |
| Class: Myelocytes | 0.9285714 | 0.9965986 | 0.9285714 | 0.9965986 | 0.9285714 | 0.9285714 | 0.9285714 | 0.0454545 | 0.0422078 | 0.0454545 | 0.9625850 |
| Class: Neutrophils | 0.9285714 | 1.0000000 | 1.0000000 | 0.9966102 | 1.0000000 | 0.9285714 | 0.9629630 | 0.0454545 | 0.0422078 | 0.0422078 | 0.9642857 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0194805 | 0.0194805 | 0.0194805 | 1.0000000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9870130 | NA | 0.0000000 | NA | 0.0129870 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.9500000 | 0.9965278 | 0.9500000 | 0.9965278 | 0.9500000 | 0.9500000 | 0.9500000 | 0.0649351 | 0.0616883 | 0.0649351 | 0.9732639 |
| Class: T-NK | 0.7500000 | 1.0000000 | 1.0000000 | 0.9967213 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0129870 | 0.0097403 | 0.0097403 | 0.8750000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 173 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 17 | 1 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 1 |
| Monoblasts | 0 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Monocytes | 0 | 0 | 2 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 0 | 3 | 0 | 28 | 1 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 19 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9407407 | 0.9120131 | 0.9131074 | 0.9616662 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9735450 | 0.9773756 | 1.0000000 | 0.9773756 | 1.0000000 | 0.9885584 | 0.5333333 | 0.5333333 | 0.5456790 | 0.9867725 |
| Class: HSPCs | 0.8461538 | 1.0000000 | 1.0000000 | 0.9895561 | 1.0000000 | 0.8461538 | 0.9166667 | 0.0641975 | 0.0543210 | 0.0543210 | 0.9230769 |
| Class: Monoblasts | 0.7037037 | 0.9920635 | 0.8636364 | 0.9791123 | 0.8636364 | 0.7037037 | 0.7755102 | 0.0666667 | 0.0469136 | 0.0543210 | 0.8478836 |
| Class: Monocytes | 0.8947368 | 0.9974093 | 0.9444444 | 0.9948320 | 0.9444444 | 0.8947368 | 0.9189189 | 0.0469136 | 0.0419753 | 0.0444444 | 0.9460731 |
| Class: Myeloblasts | 1.0000000 | 0.9687500 | 0.8281250 | 1.0000000 | 0.8281250 | 1.0000000 | 0.9059829 | 0.1308642 | 0.1308642 | 0.1580247 | 0.9843750 |
| Class: Myelocytes | 0.7600000 | 1.0000000 | 1.0000000 | 0.9844560 | 1.0000000 | 0.7600000 | 0.8636364 | 0.0617284 | 0.0469136 | 0.0469136 | 0.8800000 |
| Class: Neutrophils | 1.0000000 | 0.9922879 | 0.8421053 | 1.0000000 | 0.8421053 | 1.0000000 | 0.9142857 | 0.0395062 | 0.0395062 | 0.0469136 | 0.9961440 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9974874 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0197531 | 0.0172840 | 0.0172840 | 0.9375000 |
| Class: Pre-B | 0.3333333 | 1.0000000 | 1.0000000 | 0.9950495 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0074074 | 0.0024691 | 0.0024691 | 0.6666667 |
| Class: Pro-B | 0.8750000 | 0.9974811 | 0.8750000 | 0.9974811 | 0.8750000 | 0.8750000 | 0.8750000 | 0.0197531 | 0.0172840 | 0.0197531 | 0.9362406 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0098765 | 0.0098765 | 0.0098765 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 216 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| HSPCs | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 19 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Myeloblasts | 0 | 1 | 8 | 0 | 53 | 2 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 3 | 16 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9470588 | 0.9224374 | 0.9176186 | 0.9683255 | 0.5294118 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9750000 | 0.9782609 | 1.0000000 | 0.9782609 | 1.0000000 | 0.9890110 | 0.5294118 | 0.5294118 | 0.5411765 | 0.9875000 |
| Class: HSPCs | 0.7333333 | 0.9969231 | 0.9166667 | 0.9878049 | 0.9166667 | 0.7333333 | 0.8148148 | 0.0441176 | 0.0323529 | 0.0352941 | 0.8651282 |
| Class: Monoblasts | 0.6666667 | 1.0000000 | 1.0000000 | 0.9817073 | 1.0000000 | 0.6666667 | 0.8000000 | 0.0529412 | 0.0352941 | 0.0352941 | 0.8333333 |
| Class: Monocytes | 1.0000000 | 0.9969231 | 0.9375000 | 1.0000000 | 0.9375000 | 1.0000000 | 0.9677419 | 0.0441176 | 0.0441176 | 0.0470588 | 0.9984615 |
| Class: Myeloblasts | 1.0000000 | 0.9767442 | 0.8478261 | 1.0000000 | 0.8478261 | 1.0000000 | 0.9176471 | 0.1147059 | 0.1147059 | 0.1352941 | 0.9883721 |
| Class: Myelocytes | 0.7333333 | 0.9969231 | 0.9166667 | 0.9878049 | 0.9166667 | 0.7333333 | 0.8148148 | 0.0441176 | 0.0323529 | 0.0352941 | 0.8651282 |
| Class: Neutrophils | 0.9565217 | 0.9905363 | 0.8800000 | 0.9968254 | 0.8800000 | 0.9565217 | 0.9166667 | 0.0676471 | 0.0647059 | 0.0735294 | 0.9735290 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9969970 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0235294 | 0.0205882 | 0.0205882 | 0.9375000 |
| Class: Pre-B | 0.8333333 | 1.0000000 | 1.0000000 | 0.9970149 | 1.0000000 | 0.8333333 | 0.9090909 | 0.0176471 | 0.0147059 | 0.0147059 | 0.9166667 |
| Class: Pro-B | 0.9411765 | 0.9969040 | 0.9411765 | 0.9969040 | 0.9411765 | 0.9411765 | 0.9411765 | 0.0500000 | 0.0470588 | 0.0500000 | 0.9690402 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0117647 | 0.0117647 | 0.0117647 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 180 | 2 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 |
| HSPCs | 0 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 1 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 2 | 4 | 0 | 39 | 0 | 0 | 0 | 0 | 1 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 11 | 1 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 3 | 22 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 16 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9415584 | 0.9105013 | 0.9092077 | 0.9649997 | 0.5616883 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9777778 | 0.9829545 | 1.0000000 | 0.9829545 | 1.0000000 | 0.9914040 | 0.5616883 | 0.5616883 | 0.5714286 | 0.9888889 |
| Class: HSPCs | 0.8947368 | 0.9896194 | 0.8500000 | 0.9930556 | 0.8500000 | 0.8947368 | 0.8717949 | 0.0616883 | 0.0551948 | 0.0649351 | 0.9421781 |
| Class: Monoblasts | 0.6000000 | 0.9897611 | 0.7500000 | 0.9797297 | 0.7500000 | 0.6000000 | 0.6666667 | 0.0487013 | 0.0292208 | 0.0389610 | 0.7948805 |
| Class: Monocytes | 0.7000000 | 0.9966443 | 0.8750000 | 0.9900000 | 0.8750000 | 0.7000000 | 0.7777778 | 0.0324675 | 0.0227273 | 0.0259740 | 0.8483221 |
| Class: Myeloblasts | 0.9655172 | 0.9749104 | 0.8000000 | 0.9963370 | 0.8000000 | 0.9655172 | 0.8750000 | 0.0941558 | 0.0909091 | 0.1136364 | 0.9702138 |
| Class: Myelocytes | 0.7142857 | 1.0000000 | 1.0000000 | 0.9865772 | 1.0000000 | 0.7142857 | 0.8333333 | 0.0454545 | 0.0324675 | 0.0324675 | 0.8571429 |
| Class: Neutrophils | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0454545 | 0.0454545 | 0.0454545 | 1.0000000 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0194805 | 0.0194805 | 0.0194805 | 1.0000000 |
| Class: Pre-B | 0.5000000 | 1.0000000 | 1.0000000 | 0.9934641 | 1.0000000 | 0.5000000 | 0.6666667 | 0.0129870 | 0.0064935 | 0.0064935 | 0.7500000 |
| Class: Pro-B | 1.0000000 | 0.9965278 | 0.9523810 | 1.0000000 | 0.9523810 | 1.0000000 | 0.9756098 | 0.0649351 | 0.0649351 | 0.0681818 | 0.9982639 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0129870 | 0.0129870 | 0.0129870 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 173 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 17 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 |
| Monoblasts | 0 | 0 | 9 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 1 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 0 | 3 | 0 | 28 | 4 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 |
| Pro-B | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9259259 | 0.8897969 | 0.8959416 | 0.9494672 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9629630 | 0.9686099 | 1.0000000 | 0.9686099 | 1.0000000 | 0.9840547 | 0.5333333 | 0.5333333 | 0.5506173 | 0.9814815 |
| Class: HSPCs | 0.8461538 | 0.9947230 | 0.9166667 | 0.9895013 | 0.9166667 | 0.8461538 | 0.8800000 | 0.0641975 | 0.0543210 | 0.0592593 | 0.9204384 |
| Class: Monoblasts | 0.7407407 | 0.9841270 | 0.7692308 | 0.9815303 | 0.7692308 | 0.7407407 | 0.7547170 | 0.0666667 | 0.0493827 | 0.0641975 | 0.8624339 |
| Class: Monocytes | 0.7368421 | 0.9948187 | 0.8750000 | 0.9871465 | 0.8750000 | 0.7368421 | 0.8000000 | 0.0469136 | 0.0345679 | 0.0395062 | 0.8658304 |
| Class: Myeloblasts | 0.9622642 | 0.9886364 | 0.9272727 | 0.9942857 | 0.9272727 | 0.9622642 | 0.9444444 | 0.1308642 | 0.1259259 | 0.1358025 | 0.9754503 |
| Class: Myelocytes | 0.9200000 | 0.9842105 | 0.7931034 | 0.9946809 | 0.7931034 | 0.9200000 | 0.8518519 | 0.0617284 | 0.0567901 | 0.0716049 | 0.9521053 |
| Class: Neutrophils | 0.6875000 | 0.9974293 | 0.9166667 | 0.9872774 | 0.9166667 | 0.6875000 | 0.7857143 | 0.0395062 | 0.0271605 | 0.0296296 | 0.8424647 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9974874 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0197531 | 0.0172840 | 0.0172840 | 0.9375000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9925926 | NA | 0.0000000 | NA | 0.0074074 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.8750000 | 0.9949622 | 0.7777778 | 0.9974747 | 0.7777778 | 0.8750000 | 0.8235294 | 0.0197531 | 0.0172840 | 0.0222222 | 0.9349811 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0098765 | 0.0098765 | 0.0098765 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 216 | 3 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 |
| HSPCs | 0 | 22 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 20 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Monocytes | 0 | 0 | 2 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 1 | 3 | 0 | 51 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 1 | 23 | 5 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 1 | 11 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 7 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9117647 | 0.8706437 | 0.8764358 | 0.9396758 | 0.5294118 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9888889 | 0.9562500 | 0.9621622 | 0.9870968 | 0.9621622 | 0.9888889 | 0.9753425 | 0.5294118 | 0.5235294 | 0.5441176 | 0.9725694 |
| Class: HSPCs | 0.8000000 | 0.9784615 | 0.6315789 | 0.9906542 | 0.6315789 | 0.8000000 | 0.7058824 | 0.0441176 | 0.0352941 | 0.0558824 | 0.8892308 |
| Class: Monoblasts | 0.7222222 | 0.9844720 | 0.7222222 | 0.9844720 | 0.7222222 | 0.7222222 | 0.7222222 | 0.0529412 | 0.0382353 | 0.0529412 | 0.8533471 |
| Class: Monocytes | 0.6666667 | 0.9969231 | 0.9090909 | 0.9848024 | 0.9090909 | 0.6666667 | 0.7692308 | 0.0441176 | 0.0294118 | 0.0323529 | 0.8317949 |
| Class: Myeloblasts | 0.9487179 | 0.9900332 | 0.9250000 | 0.9933333 | 0.9250000 | 0.9487179 | 0.9367089 | 0.1147059 | 0.1088235 | 0.1176471 | 0.9693756 |
| Class: Myelocytes | 0.8666667 | 0.9907692 | 0.8125000 | 0.9938272 | 0.8125000 | 0.8666667 | 0.8387097 | 0.0441176 | 0.0382353 | 0.0470588 | 0.9287179 |
| Class: Neutrophils | 0.8260870 | 0.9968454 | 0.9500000 | 0.9875000 | 0.9500000 | 0.8260870 | 0.8837209 | 0.0676471 | 0.0558824 | 0.0588235 | 0.9114662 |
| Class: Pericytes | 0.7500000 | 1.0000000 | 1.0000000 | 0.9940120 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0235294 | 0.0176471 | 0.0176471 | 0.8750000 |
| Class: Pre-B | 0.5000000 | 1.0000000 | 1.0000000 | 0.9910979 | 1.0000000 | 0.5000000 | 0.6666667 | 0.0176471 | 0.0088235 | 0.0088235 | 0.7500000 |
| Class: Pro-B | 1.0000000 | 0.9907121 | 0.8500000 | 1.0000000 | 0.8500000 | 1.0000000 | 0.9189189 | 0.0500000 | 0.0500000 | 0.0588235 | 0.9953560 |
| Class: T-NK | 0.5000000 | 1.0000000 | 1.0000000 | 0.9940828 | 1.0000000 | 0.5000000 | 0.6666667 | 0.0117647 | 0.0058824 | 0.0058824 | 0.7500000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 178 | 2 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 0 | 0 |
| HSPCs | 2 | 12 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| Monoblasts | 0 | 0 | 13 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 1 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 1 | 2 | 0 | 37 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 13 | 3 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 1 | 19 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 17 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9512987 | 0.9254514 | 0.9209459 | 0.9724895 | 0.5616883 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9777778 | 0.9829545 | 1.0000000 | 0.9829545 | 1.0000000 | 0.9914040 | 0.5616883 | 0.5616883 | 0.5714286 | 0.9888889 |
| Class: HSPCs | 0.9473684 | 0.9896194 | 0.8571429 | 0.9965157 | 0.8571429 | 0.9473684 | 0.9000000 | 0.0616883 | 0.0584416 | 0.0681818 | 0.9684939 |
| Class: Monoblasts | 0.6000000 | 0.9897611 | 0.7500000 | 0.9797297 | 0.7500000 | 0.6000000 | 0.6666667 | 0.0487013 | 0.0292208 | 0.0389610 | 0.7948805 |
| Class: Monocytes | 0.7000000 | 1.0000000 | 1.0000000 | 0.9900332 | 1.0000000 | 0.7000000 | 0.8235294 | 0.0324675 | 0.0227273 | 0.0227273 | 0.8500000 |
| Class: Myeloblasts | 0.9655172 | 0.9928315 | 0.9333333 | 0.9964029 | 0.9333333 | 0.9655172 | 0.9491525 | 0.0941558 | 0.0909091 | 0.0974026 | 0.9791744 |
| Class: Myelocytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0454545 | 0.0454545 | 0.0454545 | 1.0000000 |
| Class: Neutrophils | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0454545 | 0.0454545 | 0.0454545 | 1.0000000 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0194805 | 0.0194805 | 0.0194805 | 1.0000000 |
| Class: Pre-B | 0.2500000 | 1.0000000 | 1.0000000 | 0.9902280 | 1.0000000 | 0.2500000 | 0.4000000 | 0.0129870 | 0.0032468 | 0.0032468 | 0.6250000 |
| Class: Pro-B | 1.0000000 | 0.9861111 | 0.8333333 | 1.0000000 | 0.8333333 | 1.0000000 | 0.9090909 | 0.0649351 | 0.0649351 | 0.0779221 | 0.9930556 |
| Class: T-NK | 0.7500000 | 1.0000000 | 1.0000000 | 0.9967213 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0129870 | 0.0097403 | 0.0097403 | 0.8750000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 173 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 18 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Monoblasts | 0 | 0 | 9 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 0 | 2 | 0 | 28 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 20 | 1 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6552668 | 0.5906 | 0.6195556 | 0.6897188 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.7758621 | 0.9212481 | 0.4591837 | 0.9794629 | 0.4591837 | 0.7758621 | 0.5769231 | 0.0793434 | 0.0615595 | 0.1340629 | 0.8485551 |
| Class: Erythroblasts | 0.9593909 | 0.9138577 | 0.8042553 | 0.9838710 | 0.8042553 | 0.9593909 | 0.8750000 | 0.2694938 | 0.2585499 | 0.3214774 | 0.9366243 |
| Class: Neutrophils | 0.9206349 | 0.9356287 | 0.5742574 | 0.9920635 | 0.5742574 | 0.9206349 | 0.7073171 | 0.0861833 | 0.0793434 | 0.1381669 | 0.9281318 |
| Class: Monoblasts | 0.4000000 | 0.9664804 | 0.2000000 | 0.9871612 | 0.2000000 | 0.4000000 | 0.2666667 | 0.0205198 | 0.0082079 | 0.0410397 | 0.6832402 |
| Class: Pro-B | 0.3333333 | 0.9970972 | 0.8750000 | 0.9608392 | 0.8750000 | 0.3333333 | 0.4827586 | 0.0574555 | 0.0191518 | 0.0218878 | 0.6652153 |
| Class: HSPCs | 0.5000000 | 0.9270386 | 0.2388060 | 0.9759036 | 0.2388060 | 0.5000000 | 0.3232323 | 0.0437756 | 0.0218878 | 0.0916553 | 0.7135193 |
| Class: Pericytes | 0.3333333 | 1.0000000 | 1.0000000 | 0.9972603 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0041040 | 0.0013680 | 0.0013680 | 0.6666667 |
| Class: Myelocytes | 0.5142857 | 0.9928058 | 0.9574468 | 0.8665620 | 0.9574468 | 0.5142857 | 0.6691450 | 0.2393981 | 0.1231190 | 0.1285910 | 0.7535457 |
| Class: Monocytes | 0.8055556 | 0.9559939 | 0.6666667 | 0.9782609 | 0.6666667 | 0.8055556 | 0.7295597 | 0.0984952 | 0.0793434 | 0.1190150 | 0.8807747 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9534884 | NA | 0.0000000 | NA | 0.0465116 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0500000 | 1.0000000 | 1.0000000 | 0.9478738 | 1.0000000 | 0.0500000 | 0.0952381 | 0.0547196 | 0.0027360 | 0.0027360 | 0.5250000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 45 | 1 | 0 | 5 | 0 | 1 | 0 | 40 | 3 | 2 | 1 |
| Erythroblasts | 4 | 189 | 0 | 1 | 4 | 11 | 2 | 5 | 2 | 12 | 5 |
| Neutrophils | 0 | 0 | 58 | 0 | 0 | 0 | 0 | 39 | 2 | 1 | 1 |
| Monoblasts | 4 | 0 | 0 | 6 | 4 | 2 | 0 | 1 | 4 | 7 | 2 |
| Pro-B | 0 | 0 | 0 | 0 | 14 | 1 | 0 | 0 | 0 | 1 | 0 |
| HSPCs | 5 | 5 | 0 | 2 | 14 | 16 | 0 | 0 | 3 | 7 | 15 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 1 | 2 | 0 | 1 | 0 | 0 | 90 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 3 | 1 | 5 | 1 | 0 | 0 | 58 | 4 | 14 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6920052 | 0.5754889 | 0.6578959 | 0.7246225 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.7244898 | 0.9624060 | 0.7395833 | 0.9595202 | 0.7395833 | 0.7244898 | 0.7319588 | 0.1284404 | 0.0930537 | 0.1258191 | 0.8434479 |
| Class: Erythroblasts | 0.9883721 | 0.8353222 | 0.8312958 | 0.9887006 | 0.8312958 | 0.9883721 | 0.9030544 | 0.4508519 | 0.4456094 | 0.5360419 | 0.9118471 |
| Class: Neutrophils | 0.6666667 | 0.9907162 | 0.4615385 | 0.9960000 | 0.4615385 | 0.6666667 | 0.5454545 | 0.0117955 | 0.0078637 | 0.0170380 | 0.8286914 |
| Class: Monoblasts | 0.4242424 | 0.9438356 | 0.2545455 | 0.9731638 | 0.2545455 | 0.4242424 | 0.3181818 | 0.0432503 | 0.0183486 | 0.0720839 | 0.6840390 |
| Class: Pro-B | 0.4444444 | 0.9986577 | 0.8888889 | 0.9867374 | 0.8888889 | 0.4444444 | 0.5925926 | 0.0235911 | 0.0104849 | 0.0117955 | 0.7215511 |
| Class: HSPCs | 0.5652174 | 0.9243243 | 0.1884058 | 0.9855908 | 0.1884058 | 0.5652174 | 0.2826087 | 0.0301442 | 0.0170380 | 0.0904325 | 0.7447709 |
| Class: Pericytes | 0.7500000 | 1.0000000 | 1.0000000 | 0.9973580 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0104849 | 0.0078637 | 0.0078637 | 0.8750000 |
| Class: Myelocytes | 0.3571429 | 0.9959184 | 0.7692308 | 0.9760000 | 0.7692308 | 0.3571429 | 0.4878049 | 0.0366972 | 0.0131062 | 0.0170380 | 0.6765306 |
| Class: Monocytes | 0.9333333 | 0.9530583 | 0.6292135 | 0.9940653 | 0.6292135 | 0.9333333 | 0.7516779 | 0.0786370 | 0.0733945 | 0.1166448 | 0.9431958 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.8964613 | NA | 0.0000000 | NA | 0.1035387 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0634921 | 1.0000000 | 1.0000000 | 0.9222661 | 1.0000000 | 0.0634921 | 0.1194030 | 0.0825688 | 0.0052425 | 0.0052425 | 0.5317460 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 71 | 1 | 0 | 8 | 0 | 3 | 0 | 9 | 0 | 2 | 2 |
| Erythroblasts | 1 | 340 | 0 | 2 | 1 | 7 | 1 | 4 | 0 | 47 | 6 |
| Neutrophils | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 4 | 1 | 1 | 1 |
| Monoblasts | 21 | 1 | 0 | 14 | 3 | 0 | 0 | 1 | 2 | 5 | 8 |
| Pro-B | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 1 | 0 |
| HSPCs | 5 | 1 | 0 | 8 | 4 | 13 | 1 | 0 | 1 | 10 | 26 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 0 | 1 | 2 | 0 | 0 | 0 | 56 | 13 | 16 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.7176166 | 0.6411507 | 0.6698595 | 0.7620001 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.7750000 | 0.9444444 | 0.7848101 | 0.9413681 | 0.7848101 | 0.7750000 | 0.7798742 | 0.2072539 | 0.1606218 | 0.2046632 | 0.8597222 |
| Class: Erythroblasts | 1.0000000 | 0.9133858 | 0.8571429 | 1.0000000 | 0.8571429 | 1.0000000 | 0.9230769 | 0.3419689 | 0.3419689 | 0.3989637 | 0.9566929 |
| Class: Neutrophils | 0.8636364 | 0.9505495 | 0.5135135 | 0.9914040 | 0.5135135 | 0.8636364 | 0.6440678 | 0.0569948 | 0.0492228 | 0.0958549 | 0.9070929 |
| Class: Monoblasts | 0.4400000 | 0.9556787 | 0.4074074 | 0.9610028 | 0.4074074 | 0.4400000 | 0.4230769 | 0.0647668 | 0.0284974 | 0.0699482 | 0.6978393 |
| Class: Pro-B | 0.0000000 | 0.9973753 | 0.0000000 | 0.9870130 | 0.0000000 | 0.0000000 | NaN | 0.0129534 | 0.0000000 | 0.0025907 | 0.4986877 |
| Class: HSPCs | 0.5000000 | 0.9497354 | 0.1739130 | 0.9889807 | 0.1739130 | 0.5000000 | 0.2580645 | 0.0207254 | 0.0103627 | 0.0595855 | 0.7248677 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0025907 | 0.0025907 | 0.0025907 | 1.0000000 |
| Class: Myelocytes | 0.4337349 | 0.9966997 | 0.9729730 | 0.8653295 | 0.9729730 | 0.4337349 | 0.6000000 | 0.2150259 | 0.0932642 | 0.0958549 | 0.7152173 |
| Class: Monocytes | 0.9230769 | 0.9597855 | 0.4444444 | 0.9972145 | 0.4444444 | 0.9230769 | 0.6000000 | 0.0336788 | 0.0310881 | 0.0699482 | 0.9414312 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9689119 | NA | 0.0000000 | NA | 0.0310881 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9870466 | NA | 0.0000000 | NA | 0.0129534 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 62 | 0 | 0 | 3 | 0 | 0 | 0 | 13 | 1 | 0 | 0 |
| Erythroblasts | 3 | 132 | 0 | 0 | 4 | 2 | 0 | 9 | 0 | 3 | 1 |
| Neutrophils | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 |
| Monoblasts | 10 | 0 | 0 | 11 | 0 | 1 | 0 | 3 | 0 | 1 | 1 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| HSPCs | 5 | 0 | 0 | 4 | 1 | 4 | 0 | 3 | 0 | 3 | 3 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 36 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 2 | 7 | 0 | 1 | 0 | 1 | 12 | 4 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6443228 | 0.5832822 | 0.6084079 | 0.6790676 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9482759 | 0.8484398 | 0.3503185 | 0.9947735 | 0.3503185 | 0.9482759 | 0.5116279 | 0.0793434 | 0.0752394 | 0.2147743 | 0.8983578 |
| Class: Erythroblasts | 0.9492386 | 0.9494382 | 0.8738318 | 0.9806576 | 0.8738318 | 0.9492386 | 0.9099757 | 0.2694938 | 0.2558140 | 0.2927497 | 0.9493384 |
| Class: Neutrophils | 0.9682540 | 0.9116766 | 0.5083333 | 0.9967267 | 0.5083333 | 0.9682540 | 0.6666667 | 0.0861833 | 0.0834473 | 0.1641587 | 0.9399653 |
| Class: Monoblasts | 0.1333333 | 0.9874302 | 0.1818182 | 0.9819444 | 0.1818182 | 0.1333333 | 0.1538462 | 0.0205198 | 0.0027360 | 0.0150479 | 0.5603818 |
| Class: Pro-B | 0.5238095 | 0.9869376 | 0.7096774 | 0.9714286 | 0.7096774 | 0.5238095 | 0.6027397 | 0.0574555 | 0.0300958 | 0.0424077 | 0.7553736 |
| Class: HSPCs | 0.4062500 | 0.9785408 | 0.4642857 | 0.9729730 | 0.4642857 | 0.4062500 | 0.4333333 | 0.0437756 | 0.0177839 | 0.0383037 | 0.6923954 |
| Class: Pericytes | 0.3333333 | 1.0000000 | 1.0000000 | 0.9972603 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0041040 | 0.0013680 | 0.0013680 | 0.6666667 |
| Class: Myelocytes | 0.3085714 | 0.9946043 | 0.9473684 | 0.8204748 | 0.9473684 | 0.3085714 | 0.4655172 | 0.2393981 | 0.0738714 | 0.0779754 | 0.6515879 |
| Class: Monocytes | 0.7916667 | 0.9590288 | 0.6785714 | 0.9768161 | 0.6785714 | 0.7916667 | 0.7307692 | 0.0984952 | 0.0779754 | 0.1149111 | 0.8753477 |
| Class: Pre-B | 0.0294118 | 0.9870875 | 0.1000000 | 0.9542302 | 0.1000000 | 0.0294118 | 0.0454545 | 0.0465116 | 0.0013680 | 0.0136799 | 0.5082496 |
| Class: T-NK | 0.4500000 | 1.0000000 | 1.0000000 | 0.9691445 | 1.0000000 | 0.4500000 | 0.6206897 | 0.0547196 | 0.0246238 | 0.0246238 | 0.7250000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 55 | 4 | 0 | 10 | 0 | 7 | 0 | 66 | 9 | 4 | 2 |
| Erythroblasts | 2 | 187 | 0 | 0 | 5 | 7 | 1 | 2 | 1 | 6 | 3 |
| Neutrophils | 0 | 0 | 61 | 0 | 1 | 2 | 0 | 52 | 3 | 0 | 1 |
| Monoblasts | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 2 | 2 | 2 |
| Pro-B | 0 | 0 | 0 | 0 | 22 | 1 | 0 | 0 | 0 | 6 | 2 |
| HSPCs | 0 | 0 | 0 | 2 | 3 | 13 | 1 | 0 | 0 | 6 | 3 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 54 | 0 | 0 | 1 |
| Monocytes | 0 | 5 | 1 | 1 | 3 | 1 | 0 | 1 | 57 | 9 | 6 |
| Pre-B | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 1 | 2 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.7051114 | 0.5972453 | 0.6713519 | 0.7372765 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9795918 | 0.9203008 | 0.6442953 | 0.9967427 | 0.6442953 | 0.9795918 | 0.7773279 | 0.1284404 | 0.1258191 | 0.1952818 | 0.9499463 |
| Class: Erythroblasts | 0.9854651 | 0.8973747 | 0.8874346 | 0.9868766 | 0.8874346 | 0.9854651 | 0.9338843 | 0.4508519 | 0.4442988 | 0.5006553 | 0.9414199 |
| Class: Neutrophils | 0.7777778 | 0.9854111 | 0.3888889 | 0.9973154 | 0.3888889 | 0.7777778 | 0.5185185 | 0.0117955 | 0.0091743 | 0.0235911 | 0.8815945 |
| Class: Monoblasts | 0.0909091 | 0.9589041 | 0.0909091 | 0.9589041 | 0.0909091 | 0.0909091 | 0.0909091 | 0.0432503 | 0.0039318 | 0.0432503 | 0.5249066 |
| Class: Pro-B | 0.3333333 | 0.9865772 | 0.3750000 | 0.9839357 | 0.3750000 | 0.3333333 | 0.3529412 | 0.0235911 | 0.0078637 | 0.0209699 | 0.6599553 |
| Class: HSPCs | 0.3043478 | 0.9675676 | 0.2258065 | 0.9781421 | 0.2258065 | 0.3043478 | 0.2592593 | 0.0301442 | 0.0091743 | 0.0406291 | 0.6359577 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9986772 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0104849 | 0.0091743 | 0.0091743 | 0.9375000 |
| Class: Myelocytes | 0.2500000 | 0.9986395 | 0.8750000 | 0.9721854 | 0.8750000 | 0.2500000 | 0.3888889 | 0.0366972 | 0.0091743 | 0.0104849 | 0.6243197 |
| Class: Monocytes | 0.8166667 | 0.9359886 | 0.5212766 | 0.9835575 | 0.5212766 | 0.8166667 | 0.6363636 | 0.0786370 | 0.0642202 | 0.1231979 | 0.8763276 |
| Class: Pre-B | 0.0253165 | 0.9883041 | 0.2000000 | 0.8977424 | 0.2000000 | 0.0253165 | 0.0449438 | 0.1035387 | 0.0026212 | 0.0131062 | 0.5068103 |
| Class: T-NK | 0.2380952 | 1.0000000 | 1.0000000 | 0.9358289 | 1.0000000 | 0.2380952 | 0.3846154 | 0.0825688 | 0.0196592 | 0.0196592 | 0.6190476 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 96 | 2 | 1 | 20 | 0 | 5 | 0 | 12 | 3 | 4 | 6 |
| Erythroblasts | 1 | 339 | 0 | 1 | 0 | 9 | 0 | 3 | 0 | 26 | 3 |
| Neutrophils | 0 | 2 | 7 | 0 | 0 | 0 | 0 | 6 | 0 | 1 | 2 |
| Monoblasts | 1 | 1 | 0 | 3 | 1 | 1 | 0 | 0 | 7 | 11 | 8 |
| Pro-B | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 7 | 3 |
| HSPCs | 0 | 0 | 0 | 4 | 0 | 7 | 0 | 0 | 1 | 4 | 15 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 5 | 3 | 1 | 1 | 0 | 49 | 24 | 11 |
| Pre-B | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 2 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.7098446 | 0.6280734 | 0.6617841 | 0.7546529 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9250000 | 0.8692810 | 0.6491228 | 0.9779412 | 0.6491228 | 0.9250000 | 0.7628866 | 0.2072539 | 0.1917098 | 0.2953368 | 0.8971405 |
| Class: Erythroblasts | 0.9924242 | 0.9291339 | 0.8791946 | 0.9957806 | 0.8791946 | 0.9924242 | 0.9323843 | 0.3419689 | 0.3393782 | 0.3860104 | 0.9607791 |
| Class: Neutrophils | 1.0000000 | 0.9450549 | 0.5238095 | 1.0000000 | 0.5238095 | 1.0000000 | 0.6875000 | 0.0569948 | 0.0569948 | 0.1088083 | 0.9725275 |
| Class: Monoblasts | 0.2400000 | 0.9695291 | 0.3529412 | 0.9485095 | 0.3529412 | 0.2400000 | 0.2857143 | 0.0647668 | 0.0155440 | 0.0440415 | 0.6047645 |
| Class: Pro-B | 0.4000000 | 0.9973753 | 0.6666667 | 0.9921671 | 0.6666667 | 0.4000000 | 0.5000000 | 0.0129534 | 0.0051813 | 0.0077720 | 0.6986877 |
| Class: HSPCs | 0.3750000 | 0.9735450 | 0.2307692 | 0.9865952 | 0.2307692 | 0.3750000 | 0.2857143 | 0.0207254 | 0.0077720 | 0.0336788 | 0.6742725 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0025907 | 0.0025907 | 0.0025907 | 1.0000000 |
| Class: Myelocytes | 0.3253012 | 1.0000000 | 1.0000000 | 0.8440111 | 1.0000000 | 0.3253012 | 0.4909091 | 0.2150259 | 0.0699482 | 0.0699482 | 0.6626506 |
| Class: Monocytes | 0.6153846 | 0.9678284 | 0.4000000 | 0.9863388 | 0.4000000 | 0.6153846 | 0.4848485 | 0.0336788 | 0.0207254 | 0.0518135 | 0.7916065 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9689119 | NA | 0.0000000 | NA | 0.0310881 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9870466 | NA | 0.0000000 | NA | 0.0129534 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 74 | 0 | 0 | 9 | 1 | 2 | 0 | 27 | 1 | 0 | 0 |
| Erythroblasts | 2 | 131 | 0 | 1 | 2 | 2 | 0 | 8 | 0 | 3 | 0 |
| Neutrophils | 0 | 0 | 22 | 0 | 0 | 0 | 0 | 20 | 0 | 0 | 0 |
| Monoblasts | 3 | 0 | 0 | 6 | 0 | 1 | 0 | 1 | 3 | 2 | 1 |
| Pro-B | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 |
| HSPCs | 1 | 0 | 0 | 2 | 0 | 3 | 0 | 0 | 1 | 4 | 2 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 27 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 0 | 7 | 0 | 0 | 0 | 0 | 8 | 2 | 2 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.626539 | 0.559269 | 0.5903348 | 0.6617176 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.7413793 | 0.9361070 | 0.5000000 | 0.9767442 | 0.5000000 | 0.7413793 | 0.5972222 | 0.0793434 | 0.0588235 | 0.1176471 | 0.8387431 |
| Class: Erythroblasts | 0.9543147 | 0.9082397 | 0.7932489 | 0.9817814 | 0.7932489 | 0.9543147 | 0.8663594 | 0.2694938 | 0.2571819 | 0.3242134 | 0.9312772 |
| Class: Neutrophils | 0.9365079 | 0.9161677 | 0.5130435 | 0.9935065 | 0.5130435 | 0.9365079 | 0.6629213 | 0.0861833 | 0.0807114 | 0.1573187 | 0.9263378 |
| Class: Monoblasts | 0.1333333 | 0.9497207 | 0.0526316 | 0.9812410 | 0.0526316 | 0.1333333 | 0.0754717 | 0.0205198 | 0.0027360 | 0.0519836 | 0.5415270 |
| Class: Pro-B | 0.7380952 | 0.9811321 | 0.7045455 | 0.9839884 | 0.7045455 | 0.7380952 | 0.7209302 | 0.0574555 | 0.0424077 | 0.0601915 | 0.8596137 |
| Class: HSPCs | 0.5625000 | 0.9155937 | 0.2337662 | 0.9785933 | 0.2337662 | 0.5625000 | 0.3302752 | 0.0437756 | 0.0246238 | 0.1053352 | 0.7390469 |
| Class: Pericytes | 0.3333333 | 1.0000000 | 1.0000000 | 0.9972603 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0041040 | 0.0013680 | 0.0013680 | 0.6666667 |
| Class: Myelocytes | 0.4457143 | 0.9928058 | 0.9512195 | 0.8505393 | 0.9512195 | 0.4457143 | 0.6070039 | 0.2393981 | 0.1067031 | 0.1121751 | 0.7192600 |
| Class: Monocytes | 0.4444444 | 0.9833080 | 0.7441860 | 0.9418605 | 0.7441860 | 0.4444444 | 0.5565217 | 0.0984952 | 0.0437756 | 0.0588235 | 0.7138762 |
| Class: Pre-B | 0.0000000 | 0.9971306 | 0.0000000 | 0.9533608 | 0.0000000 | 0.0000000 | NaN | 0.0465116 | 0.0000000 | 0.0027360 | 0.4985653 |
| Class: T-NK | 0.1500000 | 1.0000000 | 1.0000000 | 0.9531034 | 1.0000000 | 0.1500000 | 0.2608696 | 0.0547196 | 0.0082079 | 0.0082079 | 0.5750000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 43 | 1 | 0 | 6 | 0 | 0 | 0 | 31 | 4 | 0 | 1 |
| Erythroblasts | 5 | 188 | 0 | 0 | 4 | 12 | 1 | 8 | 4 | 8 | 7 |
| Neutrophils | 0 | 1 | 59 | 0 | 0 | 0 | 0 | 52 | 2 | 0 | 1 |
| Monoblasts | 4 | 1 | 0 | 2 | 3 | 1 | 0 | 2 | 20 | 3 | 2 |
| Pro-B | 0 | 0 | 0 | 0 | 31 | 1 | 0 | 0 | 0 | 8 | 4 |
| HSPCs | 6 | 4 | 0 | 7 | 1 | 18 | 1 | 4 | 10 | 13 | 13 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 78 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 32 | 2 | 6 |
| Pre-B | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6854522 | 0.5708239 | 0.6511795 | 0.7182839 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.8673469 | 0.9518797 | 0.7264957 | 0.9798762 | 0.7264957 | 0.8673469 | 0.7906977 | 0.1284404 | 0.1114024 | 0.1533421 | 0.9096133 |
| Class: Erythroblasts | 0.9912791 | 0.8711217 | 0.8632911 | 0.9918478 | 0.8632911 | 0.9912791 | 0.9228687 | 0.4508519 | 0.4469201 | 0.5176933 | 0.9312004 |
| Class: Neutrophils | 0.7777778 | 0.9920424 | 0.5384615 | 0.9973333 | 0.5384615 | 0.7777778 | 0.6363636 | 0.0117955 | 0.0091743 | 0.0170380 | 0.8849101 |
| Class: Monoblasts | 0.2121212 | 0.9506849 | 0.1627907 | 0.9638889 | 0.1627907 | 0.2121212 | 0.1842105 | 0.0432503 | 0.0091743 | 0.0563565 | 0.5814031 |
| Class: Pro-B | 0.5555556 | 0.9825503 | 0.4347826 | 0.9891892 | 0.4347826 | 0.5555556 | 0.4878049 | 0.0235911 | 0.0131062 | 0.0301442 | 0.7690529 |
| Class: HSPCs | 0.4347826 | 0.8837838 | 0.1041667 | 0.9805097 | 0.1041667 | 0.4347826 | 0.1680672 | 0.0301442 | 0.0131062 | 0.1258191 | 0.6592832 |
| Class: Pericytes | 0.7500000 | 1.0000000 | 1.0000000 | 0.9973580 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0104849 | 0.0078637 | 0.0078637 | 0.8750000 |
| Class: Myelocytes | 0.3214286 | 0.9986395 | 0.9000000 | 0.9747676 | 0.9000000 | 0.3214286 | 0.4736842 | 0.0366972 | 0.0117955 | 0.0131062 | 0.6600340 |
| Class: Monocytes | 0.6833333 | 0.9857752 | 0.8039216 | 0.9733146 | 0.8039216 | 0.6833333 | 0.7387387 | 0.0786370 | 0.0537353 | 0.0668414 | 0.8345543 |
| Class: Pre-B | 0.0000000 | 0.9970760 | 0.0000000 | 0.8961892 | 0.0000000 | 0.0000000 | NaN | 0.1035387 | 0.0000000 | 0.0026212 | 0.4985380 |
| Class: T-NK | 0.1111111 | 1.0000000 | 1.0000000 | 0.9259259 | 1.0000000 | 0.1111111 | 0.2000000 | 0.0825688 | 0.0091743 | 0.0091743 | 0.5555556 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 85 | 2 | 1 | 11 | 0 | 4 | 0 | 8 | 1 | 2 | 3 |
| Erythroblasts | 5 | 341 | 0 | 4 | 1 | 4 | 2 | 4 | 1 | 26 | 7 |
| Neutrophils | 0 | 1 | 7 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 |
| Monoblasts | 3 | 0 | 0 | 7 | 2 | 5 | 0 | 1 | 13 | 5 | 7 |
| Pro-B | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 0 | 11 | 2 |
| HSPCs | 5 | 0 | 0 | 11 | 2 | 10 | 0 | 1 | 4 | 30 | 33 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 9 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 41 | 5 | 4 |
| Pre-B | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6891192 | 0.6046432 | 0.6403265 | 0.7349829 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.7875000 | 0.9509804 | 0.8076923 | 0.9448052 | 0.8076923 | 0.7875000 | 0.7974684 | 0.2072539 | 0.1632124 | 0.2020725 | 0.8692402 |
| Class: Erythroblasts | 0.9924242 | 0.8897638 | 0.8238994 | 0.9955947 | 0.8238994 | 0.9924242 | 0.9003436 | 0.3419689 | 0.3393782 | 0.4119171 | 0.9410940 |
| Class: Neutrophils | 0.9090909 | 0.9505495 | 0.5263158 | 0.9942529 | 0.5263158 | 0.9090909 | 0.6666667 | 0.0569948 | 0.0518135 | 0.0984456 | 0.9298202 |
| Class: Monoblasts | 0.3200000 | 0.9750693 | 0.4705882 | 0.9539295 | 0.4705882 | 0.3200000 | 0.3809524 | 0.0647668 | 0.0207254 | 0.0440415 | 0.6475346 |
| Class: Pro-B | 0.2000000 | 0.9921260 | 0.2500000 | 0.9895288 | 0.2500000 | 0.2000000 | 0.2222222 | 0.0129534 | 0.0025907 | 0.0103627 | 0.5960630 |
| Class: HSPCs | 0.3750000 | 0.8968254 | 0.0714286 | 0.9854651 | 0.0714286 | 0.3750000 | 0.1200000 | 0.0207254 | 0.0077720 | 0.1088083 | 0.6359127 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0025907 | 0.0025907 | 0.0025907 | 1.0000000 |
| Class: Myelocytes | 0.3855422 | 0.9933993 | 0.9411765 | 0.8551136 | 0.9411765 | 0.3855422 | 0.5470085 | 0.2150259 | 0.0829016 | 0.0880829 | 0.6894708 |
| Class: Monocytes | 0.5384615 | 0.9865952 | 0.5833333 | 0.9839572 | 0.5833333 | 0.5384615 | 0.5600000 | 0.0336788 | 0.0181347 | 0.0310881 | 0.7625284 |
| Class: Pre-B | 0.0000000 | 0.9973262 | 0.0000000 | 0.9688312 | 0.0000000 | 0.0000000 | NaN | 0.0310881 | 0.0000000 | 0.0025907 | 0.4986631 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9870466 | NA | 0.0000000 | NA | 0.0129534 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 63 | 0 | 0 | 3 | 0 | 0 | 0 | 12 | 0 | 0 | 0 |
| Erythroblasts | 5 | 131 | 0 | 0 | 3 | 2 | 0 | 15 | 0 | 2 | 1 |
| Neutrophils | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 |
| Monoblasts | 3 | 1 | 0 | 8 | 0 | 3 | 0 | 0 | 1 | 0 | 1 |
| Pro-B | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 |
| HSPCs | 8 | 0 | 0 | 10 | 1 | 3 | 0 | 5 | 4 | 9 | 2 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 32 | 0 | 0 | 0 |
| Monocytes | 1 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 7 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.708642 | 0.5614993 | 0.66174 | 0.7524643 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.8941799 | 0.9152542 | 1.0000000 | 0.9152542 | 1.0000000 | 0.9557522 | 0.5333333 | 0.5333333 | 0.5827160 | 0.9470899 |
| Class: HSPCs | 0.4230769 | 0.9894459 | 0.7333333 | 0.9615385 | 0.7333333 | 0.4230769 | 0.5365854 | 0.0641975 | 0.0271605 | 0.0370370 | 0.7062614 |
| Class: Monoblasts | 0.1481481 | 1.0000000 | 1.0000000 | 0.9426434 | 1.0000000 | 0.1481481 | 0.2580645 | 0.0666667 | 0.0098765 | 0.0098765 | 0.5740741 |
| Class: Monocytes | 0.9473684 | 0.9740933 | 0.6428571 | 0.9973475 | 0.6428571 | 0.9473684 | 0.7659574 | 0.0469136 | 0.0444444 | 0.0691358 | 0.9607308 |
| Class: Myeloblasts | 0.0754717 | 0.9857955 | 0.4444444 | 0.8762626 | 0.4444444 | 0.0754717 | 0.1290323 | 0.1308642 | 0.0098765 | 0.0222222 | 0.5306336 |
| Class: Myelocytes | 0.9200000 | 0.8026316 | 0.2346939 | 0.9934853 | 0.2346939 | 0.9200000 | 0.3739837 | 0.0617284 | 0.0567901 | 0.2419753 | 0.8613158 |
| Class: Neutrophils | 0.0625000 | 1.0000000 | 1.0000000 | 0.9628713 | 1.0000000 | 0.0625000 | 0.1176471 | 0.0395062 | 0.0024691 | 0.0024691 | 0.5312500 |
| Class: Pericytes | 0.1250000 | 1.0000000 | 1.0000000 | 0.9826733 | 1.0000000 | 0.1250000 | 0.2222222 | 0.0197531 | 0.0024691 | 0.0024691 | 0.5625000 |
| Class: Pre-B | 0.0000000 | 0.9975124 | 0.0000000 | 0.9925743 | 0.0000000 | 0.0000000 | NaN | 0.0074074 | 0.0000000 | 0.0024691 | 0.4987562 |
| Class: Pro-B | 0.6250000 | 0.9924433 | 0.6250000 | 0.9924433 | 0.6250000 | 0.6250000 | 0.6250000 | 0.0197531 | 0.0123457 | 0.0197531 | 0.8087217 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0098765 | 0.0098765 | 0.0098765 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 216 | 9 | 2 | 0 | 2 | 2 | 0 | 2 | 0 | 3 | 0 |
| HSPCs | 0 | 11 | 1 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 8 | 18 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Myeloblasts | 0 | 3 | 2 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 2 | 10 | 1 | 47 | 23 | 15 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 5 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.7294118 | 0.6010357 | 0.6788515 | 0.7759251 | 0.5294118 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.9187500 | 0.9326425 | 1.0000000 | 0.9326425 | 1.0000000 | 0.9651475 | 0.5294118 | 0.5294118 | 0.5676471 | 0.9593750 |
| Class: HSPCs | 0.4000000 | 0.9876923 | 0.6000000 | 0.9727273 | 0.6000000 | 0.4000000 | 0.4800000 | 0.0441176 | 0.0176471 | 0.0294118 | 0.6938462 |
| Class: Monoblasts | 0.0555556 | 1.0000000 | 1.0000000 | 0.9498525 | 1.0000000 | 0.0555556 | 0.1052632 | 0.0529412 | 0.0029412 | 0.0029412 | 0.5277778 |
| Class: Monocytes | 0.9333333 | 0.9846154 | 0.7368421 | 0.9968847 | 0.7368421 | 0.9333333 | 0.8235294 | 0.0441176 | 0.0411765 | 0.0558824 | 0.9589744 |
| Class: Myeloblasts | 0.1025641 | 0.9833887 | 0.4444444 | 0.8942598 | 0.4444444 | 0.1025641 | 0.1666667 | 0.1147059 | 0.0117647 | 0.0264706 | 0.5429764 |
| Class: Myelocytes | 1.0000000 | 0.8215385 | 0.2054795 | 1.0000000 | 0.2054795 | 1.0000000 | 0.3409091 | 0.0441176 | 0.0441176 | 0.2147059 | 0.9107692 |
| Class: Neutrophils | 0.3043478 | 1.0000000 | 1.0000000 | 0.9519520 | 1.0000000 | 0.3043478 | 0.4666667 | 0.0676471 | 0.0205882 | 0.0205882 | 0.6521739 |
| Class: Pericytes | 0.3750000 | 1.0000000 | 1.0000000 | 0.9851632 | 1.0000000 | 0.3750000 | 0.5454545 | 0.0235294 | 0.0088235 | 0.0088235 | 0.6875000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9823529 | NA | 0.0000000 | NA | 0.0176471 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.8235294 | 0.9783282 | 0.6666667 | 0.9905956 | 0.6666667 | 0.8235294 | 0.7368421 | 0.0500000 | 0.0411765 | 0.0617647 | 0.9009288 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0117647 | 0.0117647 | 0.0117647 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 180 | 4 | 1 | 0 | 2 | 0 | 1 | 3 | 0 | 2 | 0 |
| HSPCs | 0 | 6 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 5 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 4 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 0 |
| Myelocytes | 0 | 0 | 9 | 1 | 33 | 15 | 15 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 14 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.762987 | 0.6259151 | 0.7114664 | 0.8093697 | 0.5616883 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9942197 | 0.8666667 | 0.9052632 | 0.9915254 | 0.9052632 | 0.9942197 | 0.9476584 | 0.5616883 | 0.5584416 | 0.6168831 | 0.9304432 |
| Class: HSPCs | 0.4736842 | 0.9965398 | 0.9000000 | 0.9664430 | 0.9000000 | 0.4736842 | 0.6206897 | 0.0616883 | 0.0292208 | 0.0324675 | 0.7351120 |
| Class: Monoblasts | 0.1333333 | 1.0000000 | 1.0000000 | 0.9575163 | 1.0000000 | 0.1333333 | 0.2352941 | 0.0487013 | 0.0064935 | 0.0064935 | 0.5666667 |
| Class: Monocytes | 0.8000000 | 0.9865772 | 0.6666667 | 0.9932432 | 0.6666667 | 0.8000000 | 0.7272727 | 0.0324675 | 0.0259740 | 0.0389610 | 0.8932886 |
| Class: Myeloblasts | 0.1034483 | 0.9749104 | 0.3000000 | 0.9127517 | 0.3000000 | 0.1034483 | 0.1538462 | 0.0941558 | 0.0097403 | 0.0324675 | 0.5391793 |
| Class: Myelocytes | 1.0000000 | 0.8775510 | 0.2800000 | 1.0000000 | 0.2800000 | 1.0000000 | 0.4375000 | 0.0454545 | 0.0454545 | 0.1623377 | 0.9387755 |
| Class: Neutrophils | 0.4285714 | 0.9965986 | 0.8571429 | 0.9734219 | 0.8571429 | 0.4285714 | 0.5714286 | 0.0454545 | 0.0194805 | 0.0227273 | 0.7125850 |
| Class: Pericytes | 0.1666667 | 1.0000000 | 1.0000000 | 0.9837134 | 1.0000000 | 0.1666667 | 0.2857143 | 0.0194805 | 0.0032468 | 0.0032468 | 0.5833333 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9870130 | NA | 0.0000000 | NA | 0.0129870 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.8000000 | 0.9791667 | 0.7272727 | 0.9860140 | 0.7272727 | 0.8000000 | 0.7619048 | 0.0649351 | 0.0519481 | 0.0714286 | 0.8895833 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0129870 | 0.0129870 | 0.0129870 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 172 | 8 | 3 | 0 | 1 | 0 | 0 | 2 | 0 | 4 | 0 |
| HSPCs | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 2 | 8 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| Myeloblasts | 0 | 1 | 5 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 1 | 0 | 2 | 0 | 25 | 14 | 8 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 1 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 16 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8148148 | 0.7173656 | 0.773494 | 0.8514619 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.8941799 | 0.9152542 | 1.0000000 | 0.9152542 | 1.0000000 | 0.9557522 | 0.5333333 | 0.5333333 | 0.5827160 | 0.9470899 |
| Class: HSPCs | 0.3461538 | 1.0000000 | 1.0000000 | 0.9570707 | 1.0000000 | 0.3461538 | 0.5142857 | 0.0641975 | 0.0222222 | 0.0222222 | 0.6730769 |
| Class: Monoblasts | 0.2222222 | 0.9973545 | 0.8571429 | 0.9472362 | 0.8571429 | 0.2222222 | 0.3529412 | 0.0666667 | 0.0148148 | 0.0172840 | 0.6097884 |
| Class: Monocytes | 1.0000000 | 0.9637306 | 0.5757576 | 1.0000000 | 0.5757576 | 1.0000000 | 0.7307692 | 0.0469136 | 0.0469136 | 0.0814815 | 0.9818653 |
| Class: Myeloblasts | 0.9056604 | 0.9517045 | 0.7384615 | 0.9852941 | 0.7384615 | 0.9056604 | 0.8135593 | 0.1308642 | 0.1185185 | 0.1604938 | 0.9286825 |
| Class: Myelocytes | 0.8000000 | 0.9500000 | 0.5128205 | 0.9863388 | 0.5128205 | 0.8000000 | 0.6250000 | 0.0617284 | 0.0493827 | 0.0962963 | 0.8750000 |
| Class: Neutrophils | 0.0000000 | 1.0000000 | NaN | 0.9604938 | NA | 0.0000000 | NA | 0.0395062 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9974874 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0197531 | 0.0172840 | 0.0172840 | 0.9375000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9925926 | NA | 0.0000000 | NA | 0.0074074 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.1250000 | 0.9924433 | 0.2500000 | 0.9825436 | 0.2500000 | 0.1250000 | 0.1666667 | 0.0197531 | 0.0024691 | 0.0098765 | 0.5587217 |
| Class: T-NK | 1.0000000 | 0.9975062 | 0.8000000 | 1.0000000 | 0.8000000 | 1.0000000 | 0.8888889 | 0.0098765 | 0.0098765 | 0.0123457 | 0.9987531 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 216 | 8 | 1 | 0 | 0 | 3 | 0 | 1 | 0 | 7 | 0 |
| HSPCs | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 1 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 10 | 19 | 0 | 1 | 2 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 6 | 10 | 0 | 48 | 1 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 5 | 20 | 14 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 0 |
| T-NK | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.7617647 | 0.6402633 | 0.7128408 | 0.8060635 | 0.5294118 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9944444 | 0.8750000 | 0.8994975 | 0.9929078 | 0.8994975 | 0.9944444 | 0.9445910 | 0.5294118 | 0.5264706 | 0.5852941 | 0.9347222 |
| Class: HSPCs | 0.2666667 | 1.0000000 | 1.0000000 | 0.9672619 | 1.0000000 | 0.2666667 | 0.4210526 | 0.0441176 | 0.0117647 | 0.0117647 | 0.6333333 |
| Class: Monoblasts | 0.0000000 | 1.0000000 | NaN | 0.9470588 | NA | 0.0000000 | NA | 0.0529412 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Monocytes | 1.0000000 | 0.9353846 | 0.4166667 | 1.0000000 | 0.4166667 | 1.0000000 | 0.5882353 | 0.0441176 | 0.0441176 | 0.1058824 | 0.9676923 |
| Class: Myeloblasts | 0.8974359 | 0.9501661 | 0.7000000 | 0.9862069 | 0.7000000 | 0.8974359 | 0.7865169 | 0.1147059 | 0.1029412 | 0.1470588 | 0.9238010 |
| Class: Myelocytes | 0.7333333 | 0.9476923 | 0.3928571 | 0.9871795 | 0.3928571 | 0.7333333 | 0.5116279 | 0.0441176 | 0.0323529 | 0.0823529 | 0.8405128 |
| Class: Neutrophils | 0.0000000 | 1.0000000 | NaN | 0.9323529 | NA | 0.0000000 | NA | 0.0676471 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9969970 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0235294 | 0.0205882 | 0.0205882 | 0.9375000 |
| Class: Pre-B | 0.0000000 | 0.9940120 | 0.0000000 | 0.9822485 | 0.0000000 | 0.0000000 | NaN | 0.0176471 | 0.0000000 | 0.0058824 | 0.4970060 |
| Class: Pro-B | 0.2352941 | 0.9814241 | 0.4000000 | 0.9606061 | 0.4000000 | 0.2352941 | 0.2962963 | 0.0500000 | 0.0117647 | 0.0294118 | 0.6083591 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0117647 | 0.0117647 | 0.0117647 | 1.0000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 179 | 4 | 1 | 0 | 2 | 1 | 1 | 0 | 0 | 11 | 0 |
| HSPCs | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 10 | 15 | 1 | 3 | 7 | 0 | 0 | 0 | 0 |
| Myeloblasts | 1 | 7 | 7 | 0 | 35 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 1 | 11 | 15 | 0 | 0 | 1 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 4 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8019481 | 0.6867414 | 0.7529955 | 0.8449852 | 0.5616883 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.8814815 | 0.9153439 | 1.0000000 | 0.9153439 | 1.0000000 | 0.9558011 | 0.5616883 | 0.5616883 | 0.6136364 | 0.9407407 |
| Class: HSPCs | 0.4210526 | 0.9930796 | 0.8000000 | 0.9630872 | 0.8000000 | 0.4210526 | 0.5517241 | 0.0616883 | 0.0259740 | 0.0324675 | 0.7070661 |
| Class: Monoblasts | 0.0000000 | 1.0000000 | NaN | 0.9512987 | NA | 0.0000000 | NA | 0.0487013 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Monocytes | 1.0000000 | 0.9530201 | 0.4166667 | 1.0000000 | 0.4166667 | 1.0000000 | 0.5882353 | 0.0324675 | 0.0324675 | 0.0779221 | 0.9765101 |
| Class: Myeloblasts | 0.8620690 | 0.9498208 | 0.6410256 | 0.9851301 | 0.6410256 | 0.8620690 | 0.7352941 | 0.0941558 | 0.0811688 | 0.1266234 | 0.9059449 |
| Class: Myelocytes | 0.8571429 | 0.9693878 | 0.5714286 | 0.9930314 | 0.5714286 | 0.8571429 | 0.6857143 | 0.0454545 | 0.0389610 | 0.0681818 | 0.9132653 |
| Class: Neutrophils | 0.0000000 | 1.0000000 | NaN | 0.9545455 | NA | 0.0000000 | NA | 0.0454545 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0194805 | 0.0194805 | 0.0194805 | 1.0000000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9870130 | NA | 0.0000000 | NA | 0.0129870 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.4500000 | 0.9826389 | 0.6428571 | 0.9625850 | 0.6428571 | 0.4500000 | 0.5294118 | 0.0649351 | 0.0292208 | 0.0454545 | 0.7163194 |
| Class: T-NK | 1.0000000 | 0.9967105 | 0.8000000 | 1.0000000 | 0.8000000 | 1.0000000 | 0.8888889 | 0.0129870 | 0.0129870 | 0.0162338 | 0.9983553 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 173 | 5 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 8 | 0 |
| HSPCs | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 |
| Monoblasts | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monocytes | 0 | 1 | 4 | 10 | 0 | 1 | 8 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 5 | 8 | 0 | 25 | 1 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 0 | 0 | 3 | 12 | 6 | 0 | 0 | 0 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6864198 | 0.5227956 | 0.6387578 | 0.7313321 | 0.5333333 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 1.0000000 | 0.8835979 | 0.9075630 | 1.0000000 | 0.9075630 | 1.0000000 | 0.9515419 | 0.5333333 | 0.5333333 | 0.5876543 | 0.9417989 |
| Class: HSPCs | 0.0000000 | 1.0000000 | NaN | 0.9358025 | NA | 0.0000000 | NA | 0.0641975 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Monoblasts | 0.6666667 | 0.9444444 | 0.4615385 | 0.9754098 | 0.4615385 | 0.6666667 | 0.5454545 | 0.0666667 | 0.0444444 | 0.0962963 | 0.8055556 |
| Class: Monocytes | 0.2631579 | 0.9948187 | 0.7142857 | 0.9648241 | 0.7142857 | 0.2631579 | 0.3846154 | 0.0469136 | 0.0123457 | 0.0172840 | 0.6289883 |
| Class: Myeloblasts | 0.2452830 | 0.9715909 | 0.5652174 | 0.8952880 | 0.5652174 | 0.2452830 | 0.3421053 | 0.1308642 | 0.0320988 | 0.0567901 | 0.6084370 |
| Class: Myelocytes | 1.0000000 | 0.8105263 | 0.2577320 | 1.0000000 | 0.2577320 | 1.0000000 | 0.4098361 | 0.0617284 | 0.0617284 | 0.2395062 | 0.9052632 |
| Class: Neutrophils | 0.0000000 | 1.0000000 | NaN | 0.9604938 | NA | 0.0000000 | NA | 0.0395062 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9802469 | NA | 0.0000000 | NA | 0.0197531 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pre-B | 0.3333333 | 1.0000000 | 1.0000000 | 0.9950495 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0074074 | 0.0024691 | 0.0024691 | 0.6666667 |
| Class: Pro-B | 0.0000000 | 1.0000000 | NaN | 0.9802469 | NA | 0.0000000 | NA | 0.0197531 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9901235 | NA | 0.0000000 | NA | 0.0098765 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 216 | 10 | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 5 | 1 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 4 | 18 | 12 | 0 | 0 | 0 | 2 | 2 | 0 | 1 |
| Monocytes | 0 | 1 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| Myeloblasts | 0 | 7 | 2 | 0 | 13 | 0 | 0 | 0 | 0 | 1 | 0 |
| Myelocytes | 0 | 4 | 6 | 2 | 40 | 25 | 16 | 1 | 0 | 2 | 1 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6558824 | 0.4754954 | 0.6027237 | 0.706298 | 0.5294118 | 1.6e-06 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9944444 | 0.8312500 | 0.8689320 | 0.9925373 | 0.8689320 | 0.9944444 | 0.9274611 | 0.5294118 | 0.5264706 | 0.6058824 | 0.9128472 |
| Class: HSPCs | 0.0000000 | 1.0000000 | NaN | 0.9558824 | NA | 0.0000000 | NA | 0.0441176 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Monoblasts | 0.6666667 | 0.9596273 | 0.4800000 | 0.9809524 | 0.4800000 | 0.6666667 | 0.5581395 | 0.0529412 | 0.0352941 | 0.0735294 | 0.8131470 |
| Class: Monocytes | 0.4666667 | 1.0000000 | 1.0000000 | 0.9759760 | 1.0000000 | 0.4666667 | 0.6363636 | 0.0441176 | 0.0205882 | 0.0205882 | 0.7333333 |
| Class: Myeloblasts | 0.2051282 | 0.9468439 | 0.3333333 | 0.9018987 | 0.3333333 | 0.2051282 | 0.2539683 | 0.1147059 | 0.0235294 | 0.0705882 | 0.5759860 |
| Class: Myelocytes | 1.0000000 | 0.8123077 | 0.1973684 | 1.0000000 | 0.1973684 | 1.0000000 | 0.3296703 | 0.0441176 | 0.0441176 | 0.2235294 | 0.9061538 |
| Class: Neutrophils | 0.0869565 | 1.0000000 | 1.0000000 | 0.9378698 | 1.0000000 | 0.0869565 | 0.1600000 | 0.0676471 | 0.0058824 | 0.0058824 | 0.5434783 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9764706 | NA | 0.0000000 | NA | 0.0235294 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9823529 | NA | 0.0000000 | NA | 0.0176471 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.0000000 | 1.0000000 | NaN | 0.9500000 | NA | 0.0000000 | NA | 0.0500000 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9882353 | NA | 0.0000000 | NA | 0.0117647 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 179 | 3 | 1 | 0 | 1 | 0 | 0 | 7 | 2 | 10 | 3 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 2 | 12 | 7 | 0 | 0 | 0 | 1 | 2 | 1 | 0 |
| Monocytes | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 1 | 9 | 4 | 0 | 8 | 0 | 0 | 0 | 0 | 2 | 0 |
| Myelocytes | 0 | 1 | 1 | 1 | 30 | 15 | 21 | 0 | 2 | 4 | 1 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.6753247 | 0.4744207 | 0.6199058 | 0.7273313 | 0.5616883 | 2.98e-05 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Erythroblasts | 0.9942197 | 0.8000000 | 0.8643216 | 0.9908257 | 0.8643216 | 0.9942197 | 0.9247312 | 0.5616883 | 0.5584416 | 0.6461039 | 0.8971098 |
| Class: HSPCs | 0.0000000 | 0.9896194 | 0.0000000 | 0.9377049 | 0.0000000 | 0.0000000 | NaN | 0.0616883 | 0.0000000 | 0.0097403 | 0.4948097 |
| Class: Monoblasts | 0.4666667 | 0.9590444 | 0.3684211 | 0.9723183 | 0.3684211 | 0.4666667 | 0.4117647 | 0.0487013 | 0.0227273 | 0.0616883 | 0.7128555 |
| Class: Monocytes | 0.4000000 | 1.0000000 | 1.0000000 | 0.9802632 | 1.0000000 | 0.4000000 | 0.5714286 | 0.0324675 | 0.0129870 | 0.0129870 | 0.7000000 |
| Class: Myeloblasts | 0.2413793 | 0.9569892 | 0.3684211 | 0.9238754 | 0.3684211 | 0.2413793 | 0.2916667 | 0.0941558 | 0.0227273 | 0.0616883 | 0.5991843 |
| Class: Myelocytes | 1.0000000 | 0.8435374 | 0.2333333 | 1.0000000 | 0.2333333 | 1.0000000 | 0.3783784 | 0.0454545 | 0.0454545 | 0.1948052 | 0.9217687 |
| Class: Neutrophils | 0.2142857 | 1.0000000 | 1.0000000 | 0.9639344 | 1.0000000 | 0.2142857 | 0.3529412 | 0.0454545 | 0.0097403 | 0.0097403 | 0.6071429 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9805195 | NA | 0.0000000 | NA | 0.0194805 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pre-B | 0.0000000 | 1.0000000 | NaN | 0.9870130 | NA | 0.0000000 | NA | 0.0129870 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Pro-B | 0.0500000 | 1.0000000 | 1.0000000 | 0.9381107 | 1.0000000 | 0.0500000 | 0.0952381 | 0.0649351 | 0.0032468 | 0.0032468 | 0.5250000 |
| Class: T-NK | 0.0000000 | 1.0000000 | NaN | 0.9870130 | NA | 0.0000000 | NA | 0.0129870 | 0.0000000 | 0.0000000 | 0.5000000 |
| Prediction/Reference | Erythroblasts | HSPCs | Monoblasts | Monocytes | Myeloblasts | Myelocytes | Neutrophils | Pericytes | Pre-B | Pro-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Erythroblasts | 172 | 8 | 2 | 0 | 0 | 0 | 0 | 5 | 0 | 9 | 3 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 |
| Monoblasts | 0 | 3 | 7 | 4 | 0 | 0 | 0 | 0 | 1 | 3 | 1 |
| Monocytes | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myeloblasts | 0 | 5 | 4 | 0 | 7 | 0 | 0 | 1 | 2 | 0 | 0 |
| Myelocytes | 1 | 3 | 2 | 2 | 22 | 14 | 11 | 0 | 1 | 4 | 0 |
| Neutrophils | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9343365 | 0.9213074 | 0.9138795 | 0.9511916 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9310345 | 0.9732541 | 0.7500000 | 0.9939302 | 0.7500000 | 0.9310345 | 0.8307692 | 0.0793434 | 0.0738714 | 0.0984952 | 0.9521443 |
| Class: Erythroblasts | 0.9746193 | 0.9925094 | 0.9795918 | 0.9906542 | 0.9795918 | 0.9746193 | 0.9770992 | 0.2694938 | 0.2626539 | 0.2681259 | 0.9835643 |
| Class: Neutrophils | 0.9047619 | 0.9955090 | 0.9500000 | 0.9910581 | 0.9500000 | 0.9047619 | 0.9268293 | 0.0861833 | 0.0779754 | 0.0820793 | 0.9501354 |
| Class: Monoblasts | 0.2666667 | 0.9986034 | 0.8000000 | 0.9848485 | 0.8000000 | 0.2666667 | 0.4000000 | 0.0205198 | 0.0054720 | 0.0068399 | 0.6326350 |
| Class: Pro-B | 1.0000000 | 0.9970972 | 0.9545455 | 1.0000000 | 0.9545455 | 1.0000000 | 0.9767442 | 0.0574555 | 0.0574555 | 0.0601915 | 0.9985486 |
| Class: HSPCs | 0.8437500 | 0.9971388 | 0.9310345 | 0.9928775 | 0.9310345 | 0.8437500 | 0.8852459 | 0.0437756 | 0.0369357 | 0.0396717 | 0.9204444 |
| Class: Pericytes | 0.3333333 | 1.0000000 | 1.0000000 | 0.9972603 | 1.0000000 | 0.3333333 | 0.5000000 | 0.0041040 | 0.0013680 | 0.0013680 | 0.6666667 |
| Class: Myelocytes | 0.9485714 | 0.9784173 | 0.9325843 | 0.9837251 | 0.9325843 | 0.9485714 | 0.9405099 | 0.2393981 | 0.2270862 | 0.2435021 | 0.9634943 |
| Class: Monocytes | 0.9166667 | 0.9924127 | 0.9295775 | 0.9909091 | 0.9295775 | 0.9166667 | 0.9230769 | 0.0984952 | 0.0902873 | 0.0971272 | 0.9545397 |
| Class: Pre-B | 1.0000000 | 0.9985653 | 0.9714286 | 1.0000000 | 0.9714286 | 1.0000000 | 0.9855072 | 0.0465116 | 0.0465116 | 0.0478796 | 0.9992826 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0547196 | 0.0547196 | 0.0547196 | 1.0000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 54 | 1 | 0 | 8 | 0 | 0 | 0 | 7 | 2 | 0 | 0 |
| Erythroblasts | 0 | 192 | 0 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 |
| Neutrophils | 0 | 0 | 57 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 |
| Monoblasts | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 42 | 2 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 1 | 0 | 0 | 0 | 27 | 1 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 4 | 1 | 6 | 0 | 0 | 0 | 0 | 166 | 1 | 0 | 0 |
| Monocytes | 0 | 2 | 0 | 3 | 0 | 0 | 0 | 0 | 66 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 34 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 40 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9266055 | 0.9016384 | 0.9057467 | 0.9440855 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9183673 | 0.9684211 | 0.8108108 | 0.9877301 | 0.8108108 | 0.9183673 | 0.8612440 | 0.1284404 | 0.1179554 | 0.1454784 | 0.9433942 |
| Class: Erythroblasts | 0.9941860 | 0.9785203 | 0.9743590 | 0.9951456 | 0.9743590 | 0.9941860 | 0.9841727 | 0.4508519 | 0.4482307 | 0.4600262 | 0.9863532 |
| Class: Neutrophils | 0.8888889 | 0.9973475 | 0.8000000 | 0.9986720 | 0.8000000 | 0.8888889 | 0.8421053 | 0.0117955 | 0.0104849 | 0.0131062 | 0.9431182 |
| Class: Monoblasts | 0.2424242 | 0.9986301 | 0.8888889 | 0.9668435 | 0.8888889 | 0.2424242 | 0.3809524 | 0.0432503 | 0.0104849 | 0.0117955 | 0.6205272 |
| Class: Pro-B | 1.0000000 | 0.9973154 | 0.9000000 | 1.0000000 | 0.9000000 | 1.0000000 | 0.9473684 | 0.0235911 | 0.0235911 | 0.0262123 | 0.9986577 |
| Class: HSPCs | 0.7826087 | 0.9986486 | 0.9473684 | 0.9932796 | 0.9473684 | 0.7826087 | 0.8571429 | 0.0301442 | 0.0235911 | 0.0249017 | 0.8906287 |
| Class: Pericytes | 0.3750000 | 1.0000000 | 1.0000000 | 0.9934211 | 1.0000000 | 0.3750000 | 0.5454545 | 0.0104849 | 0.0039318 | 0.0039318 | 0.6875000 |
| Class: Myelocytes | 0.7857143 | 0.9836735 | 0.6470588 | 0.9917695 | 0.6470588 | 0.7857143 | 0.7096774 | 0.0366972 | 0.0288336 | 0.0445609 | 0.8846939 |
| Class: Monocytes | 1.0000000 | 0.9886202 | 0.8823529 | 1.0000000 | 0.8823529 | 1.0000000 | 0.9375000 | 0.0786370 | 0.0786370 | 0.0891219 | 0.9943101 |
| Class: Pre-B | 0.9620253 | 1.0000000 | 1.0000000 | 0.9956332 | 1.0000000 | 0.9620253 | 0.9806452 | 0.1035387 | 0.0996068 | 0.0996068 | 0.9810127 |
| Class: T-NK | 0.9841270 | 1.0000000 | 1.0000000 | 0.9985735 | 1.0000000 | 0.9841270 | 0.9920000 | 0.0825688 | 0.0812582 | 0.0812582 | 0.9920635 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 90 | 0 | 0 | 17 | 0 | 1 | 0 | 3 | 0 | 0 | 0 |
| Erythroblasts | 0 | 342 | 0 | 1 | 0 | 2 | 2 | 2 | 0 | 2 | 0 |
| Neutrophils | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| Monoblasts | 0 | 0 | 0 | 8 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 18 | 1 | 0 | 0 | 0 | 0 | 1 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 18 | 1 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 |
| Myelocytes | 8 | 2 | 1 | 1 | 0 | 0 | 0 | 22 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 6 | 0 | 0 | 2 | 0 | 60 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 76 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 62 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9015544 | 0.8737846 | 0.8673835 | 0.9293888 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.8875000 | 0.9673203 | 0.8765432 | 0.9704918 | 0.8765432 | 0.8875000 | 0.8819876 | 0.2072539 | 0.1839378 | 0.2098446 | 0.9274101 |
| Class: Erythroblasts | 0.9848485 | 0.9803150 | 0.9629630 | 0.9920319 | 0.9629630 | 0.9848485 | 0.9737828 | 0.3419689 | 0.3367876 | 0.3497409 | 0.9825817 |
| Class: Neutrophils | 0.9090909 | 0.9945055 | 0.9090909 | 0.9945055 | 0.9090909 | 0.9090909 | 0.9090909 | 0.0569948 | 0.0518135 | 0.0569948 | 0.9517982 |
| Class: Monoblasts | 0.4000000 | 1.0000000 | 1.0000000 | 0.9601064 | 1.0000000 | 0.4000000 | 0.5714286 | 0.0647668 | 0.0259067 | 0.0259067 | 0.7000000 |
| Class: Pro-B | 0.8000000 | 0.9973753 | 0.8000000 | 0.9973753 | 0.8000000 | 0.8000000 | 0.8000000 | 0.0129534 | 0.0103627 | 0.0129534 | 0.8986877 |
| Class: HSPCs | 1.0000000 | 0.9973545 | 0.8888889 | 1.0000000 | 0.8888889 | 1.0000000 | 0.9411765 | 0.0207254 | 0.0207254 | 0.0233161 | 0.9986772 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9974093 | NA | 0.0000000 | NA | 0.0025907 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Myelocytes | 0.9156627 | 0.9636964 | 0.8735632 | 0.9765886 | 0.8735632 | 0.9156627 | 0.8941176 | 0.2150259 | 0.1968912 | 0.2253886 | 0.9396795 |
| Class: Monocytes | 1.0000000 | 0.9785523 | 0.6190476 | 1.0000000 | 0.6190476 | 1.0000000 | 0.7647059 | 0.0336788 | 0.0336788 | 0.0544041 | 0.9892761 |
| Class: Pre-B | 0.9166667 | 1.0000000 | 1.0000000 | 0.9973333 | 1.0000000 | 0.9166667 | 0.9565217 | 0.0310881 | 0.0284974 | 0.0284974 | 0.9583333 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0129534 | 0.0129534 | 0.0129534 | 1.0000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 71 | 0 | 0 | 7 | 0 | 0 | 0 | 3 | 0 | 0 | 0 |
| Erythroblasts | 1 | 130 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 1 | 0 |
| Neutrophils | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Pro-B | 0 | 1 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 1 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 8 | 0 | 2 | 1 | 0 | 0 | 0 | 76 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 7 | 0 | 0 | 1 | 0 | 13 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8536252 | 0.8248576 | 0.825893 | 0.8784652 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9827586 | 0.9331352 | 0.5588235 | 0.9984102 | 0.5588235 | 0.9827586 | 0.7125000 | 0.0793434 | 0.0779754 | 0.1395349 | 0.9579469 |
| Class: Erythroblasts | 0.9543147 | 0.9812734 | 0.9494949 | 0.9831144 | 0.9494949 | 0.9543147 | 0.9518987 | 0.2694938 | 0.2571819 | 0.2708618 | 0.9677941 |
| Class: Neutrophils | 0.4920635 | 1.0000000 | 1.0000000 | 0.9542857 | 1.0000000 | 0.4920635 | 0.6595745 | 0.0861833 | 0.0424077 | 0.0424077 | 0.7460317 |
| Class: Monoblasts | 0.4666667 | 0.9818436 | 0.3500000 | 0.9887482 | 0.3500000 | 0.4666667 | 0.4000000 | 0.0205198 | 0.0095759 | 0.0273598 | 0.7242551 |
| Class: Pro-B | 0.8095238 | 0.9985486 | 0.9714286 | 0.9885057 | 0.9714286 | 0.8095238 | 0.8831169 | 0.0574555 | 0.0465116 | 0.0478796 | 0.9040362 |
| Class: HSPCs | 0.7500000 | 1.0000000 | 1.0000000 | 0.9886846 | 1.0000000 | 0.7500000 | 0.8571429 | 0.0437756 | 0.0328317 | 0.0328317 | 0.8750000 |
| Class: Pericytes | 0.6666667 | 1.0000000 | 1.0000000 | 0.9986283 | 1.0000000 | 0.6666667 | 0.8000000 | 0.0041040 | 0.0027360 | 0.0027360 | 0.8333333 |
| Class: Myelocytes | 0.8228571 | 0.9442446 | 0.8228571 | 0.9442446 | 0.8228571 | 0.8228571 | 0.8228571 | 0.2393981 | 0.1969904 | 0.2393981 | 0.8835509 |
| Class: Monocytes | 0.8750000 | 0.9924127 | 0.9264706 | 0.9864253 | 0.9264706 | 0.8750000 | 0.9000000 | 0.0984952 | 0.0861833 | 0.0930233 | 0.9337064 |
| Class: Pre-B | 1.0000000 | 0.9985653 | 0.9714286 | 1.0000000 | 0.9714286 | 1.0000000 | 0.9855072 | 0.0465116 | 0.0465116 | 0.0478796 | 0.9992826 |
| Class: T-NK | 1.0000000 | 0.9985528 | 0.9756098 | 1.0000000 | 0.9756098 | 1.0000000 | 0.9876543 | 0.0547196 | 0.0547196 | 0.0560876 | 0.9992764 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 57 | 2 | 0 | 8 | 0 | 3 | 0 | 31 | 1 | 0 | 0 |
| Erythroblasts | 0 | 188 | 0 | 0 | 4 | 4 | 1 | 0 | 1 | 0 | 0 |
| Neutrophils | 0 | 0 | 31 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 1 | 3 | 0 | 7 | 2 | 0 | 0 | 0 | 7 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 34 | 1 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 24 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 2 | 29 | 0 | 0 | 0 | 0 | 144 | 0 | 0 | 0 |
| Monocytes | 0 | 2 | 3 | 0 | 0 | 0 | 0 | 0 | 63 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 34 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 40 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9397117 | 0.9191074 | 0.9203996 | 0.9555269 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9795918 | 0.9624060 | 0.7933884 | 0.9968847 | 0.7933884 | 0.9795918 | 0.8767123 | 0.1284404 | 0.1258191 | 0.1585845 | 0.9709989 |
| Class: Erythroblasts | 0.9970930 | 0.9832936 | 0.9800000 | 0.9975787 | 0.9800000 | 0.9970930 | 0.9884726 | 0.4508519 | 0.4495413 | 0.4587156 | 0.9901933 |
| Class: Neutrophils | 0.4444444 | 1.0000000 | 1.0000000 | 0.9934124 | 1.0000000 | 0.4444444 | 0.6153846 | 0.0117955 | 0.0052425 | 0.0052425 | 0.7222222 |
| Class: Monoblasts | 0.5151515 | 0.9931507 | 0.7727273 | 0.9784076 | 0.7727273 | 0.5151515 | 0.6181818 | 0.0432503 | 0.0222805 | 0.0288336 | 0.7541511 |
| Class: Pro-B | 0.9444444 | 1.0000000 | 1.0000000 | 0.9986595 | 1.0000000 | 0.9444444 | 0.9714286 | 0.0235911 | 0.0222805 | 0.0222805 | 0.9722222 |
| Class: HSPCs | 0.6521739 | 1.0000000 | 1.0000000 | 0.9893048 | 1.0000000 | 0.6521739 | 0.7894737 | 0.0301442 | 0.0196592 | 0.0196592 | 0.8260870 |
| Class: Pericytes | 0.8750000 | 1.0000000 | 1.0000000 | 0.9986772 | 1.0000000 | 0.8750000 | 0.9333333 | 0.0104849 | 0.0091743 | 0.0091743 | 0.9375000 |
| Class: Myelocytes | 0.6428571 | 0.9931973 | 0.7826087 | 0.9864865 | 0.7826087 | 0.6428571 | 0.7058824 | 0.0366972 | 0.0235911 | 0.0301442 | 0.8180272 |
| Class: Monocytes | 0.9833333 | 0.9957326 | 0.9516129 | 0.9985735 | 0.9516129 | 0.9833333 | 0.9672131 | 0.0786370 | 0.0773263 | 0.0812582 | 0.9895330 |
| Class: Pre-B | 0.9873418 | 1.0000000 | 1.0000000 | 0.9985401 | 1.0000000 | 0.9873418 | 0.9936306 | 0.1035387 | 0.1022280 | 0.1022280 | 0.9936709 |
| Class: T-NK | 1.0000000 | 0.9985714 | 0.9843750 | 1.0000000 | 0.9843750 | 1.0000000 | 0.9921260 | 0.0825688 | 0.0825688 | 0.0838794 | 0.9992857 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 96 | 1 | 0 | 15 | 0 | 1 | 0 | 8 | 0 | 0 | 0 |
| Erythroblasts | 0 | 343 | 0 | 0 | 0 | 4 | 0 | 2 | 0 | 1 | 0 |
| Neutrophils | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 2 | 0 | 0 | 17 | 0 | 2 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 59 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 78 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 63 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8756477 | 0.8394844 | 0.8385259 | 0.9068715 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9750000 | 0.9215686 | 0.7647059 | 0.9929577 | 0.7647059 | 0.9750000 | 0.8571429 | 0.2072539 | 0.2020725 | 0.2642487 | 0.9482843 |
| Class: Erythroblasts | 0.9924242 | 0.9763780 | 0.9562044 | 0.9959839 | 0.9562044 | 0.9924242 | 0.9739777 | 0.3419689 | 0.3393782 | 0.3549223 | 0.9844011 |
| Class: Neutrophils | 0.5909091 | 1.0000000 | 1.0000000 | 0.9758713 | 1.0000000 | 0.5909091 | 0.7428571 | 0.0569948 | 0.0336788 | 0.0336788 | 0.7954545 |
| Class: Monoblasts | 0.6000000 | 0.9889197 | 0.7894737 | 0.9727520 | 0.7894737 | 0.6000000 | 0.6818182 | 0.0647668 | 0.0388601 | 0.0492228 | 0.7944598 |
| Class: Pro-B | 0.4000000 | 0.9973753 | 0.6666667 | 0.9921671 | 0.6666667 | 0.4000000 | 0.5000000 | 0.0129534 | 0.0051813 | 0.0077720 | 0.6986877 |
| Class: HSPCs | 0.6250000 | 1.0000000 | 1.0000000 | 0.9921260 | 1.0000000 | 0.6250000 | 0.7692308 | 0.0207254 | 0.0129534 | 0.0129534 | 0.8125000 |
| Class: Pericytes | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0025907 | 0.0025907 | 0.0025907 | 1.0000000 |
| Class: Myelocytes | 0.7831325 | 0.9702970 | 0.8783784 | 0.9423077 | 0.8783784 | 0.7831325 | 0.8280255 | 0.2150259 | 0.1683938 | 0.1917098 | 0.8767148 |
| Class: Monocytes | 0.9230769 | 0.9892761 | 0.7500000 | 0.9972973 | 0.7500000 | 0.9230769 | 0.8275862 | 0.0336788 | 0.0310881 | 0.0414508 | 0.9561765 |
| Class: Pre-B | 0.9166667 | 1.0000000 | 1.0000000 | 0.9973333 | 1.0000000 | 0.9166667 | 0.9565217 | 0.0310881 | 0.0284974 | 0.0284974 | 0.9583333 |
| Class: T-NK | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0129534 | 0.0129534 | 0.0129534 | 1.0000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 78 | 0 | 0 | 7 | 1 | 0 | 0 | 16 | 0 | 0 | 0 |
| Erythroblasts | 0 | 131 | 0 | 0 | 2 | 2 | 0 | 1 | 0 | 1 | 0 |
| Neutrophils | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 2 | 0 | 0 | 15 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
| Pro-B | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 65 | 0 | 0 | 0 |
| Monocytes | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 12 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8112175 | 0.7709952 | 0.78093 | 0.8389678 | 0.2694938 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9827586 | 0.9658247 | 0.7125000 | 0.9984639 | 0.7125000 | 0.9827586 | 0.8260870 | 0.0793434 | 0.0779754 | 0.1094391 | 0.9742916 |
| Class: Erythroblasts | 0.9390863 | 0.9494382 | 0.8726415 | 0.9768786 | 0.8726415 | 0.9390863 | 0.9046455 | 0.2694938 | 0.2530780 | 0.2900137 | 0.9442622 |
| Class: Neutrophils | 0.7619048 | 0.9970060 | 0.9600000 | 0.9779736 | 0.9600000 | 0.7619048 | 0.8495575 | 0.0861833 | 0.0656635 | 0.0683995 | 0.8794554 |
| Class: Monoblasts | 0.4666667 | 0.9497207 | 0.1627907 | 0.9883721 | 0.1627907 | 0.4666667 | 0.2413793 | 0.0205198 | 0.0095759 | 0.0588235 | 0.7081937 |
| Class: Pro-B | 0.5952381 | 1.0000000 | 1.0000000 | 0.9759207 | 1.0000000 | 0.5952381 | 0.7462687 | 0.0574555 | 0.0341997 | 0.0341997 | 0.7976190 |
| Class: HSPCs | 0.4062500 | 1.0000000 | 1.0000000 | 0.9735376 | 1.0000000 | 0.4062500 | 0.5777778 | 0.0437756 | 0.0177839 | 0.0177839 | 0.7031250 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9958960 | NA | 0.0000000 | NA | 0.0041040 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Myelocytes | 0.9428571 | 0.9118705 | 0.7710280 | 0.9806576 | 0.7710280 | 0.9428571 | 0.8483290 | 0.2393981 | 0.2257182 | 0.2927497 | 0.9273638 |
| Class: Monocytes | 0.5000000 | 0.9984825 | 0.9729730 | 0.9481268 | 0.9729730 | 0.5000000 | 0.6605505 | 0.0984952 | 0.0492476 | 0.0506156 | 0.7492413 |
| Class: Pre-B | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0465116 | 0.0465116 | 0.0465116 | 1.0000000 |
| Class: T-NK | 0.5750000 | 1.0000000 | 1.0000000 | 0.9759887 | 1.0000000 | 0.5750000 | 0.7301587 | 0.0547196 | 0.0314637 | 0.0314637 | 0.7875000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 57 | 2 | 0 | 8 | 1 | 3 | 0 | 9 | 0 | 0 | 0 |
| Erythroblasts | 0 | 185 | 0 | 0 | 5 | 13 | 3 | 0 | 1 | 0 | 5 |
| Neutrophils | 0 | 0 | 48 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| Monoblasts | 0 | 2 | 0 | 7 | 9 | 2 | 0 | 0 | 19 | 0 | 4 |
| Pro-B | 0 | 0 | 0 | 0 | 25 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 1 | 8 | 15 | 0 | 2 | 0 | 0 | 165 | 15 | 0 | 8 |
| Monocytes | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 36 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.8204456 | 0.7562914 | 0.7913346 | 0.8470538 | 0.4508519 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9489796 | 0.9548872 | 0.7560976 | 0.9921875 | 0.7560976 | 0.9489796 | 0.8416290 | 0.1284404 | 0.1218873 | 0.1612058 | 0.9519334 |
| Class: Erythroblasts | 0.9941860 | 0.9284010 | 0.9193548 | 0.9948849 | 0.9193548 | 0.9941860 | 0.9553073 | 0.4508519 | 0.4482307 | 0.4875491 | 0.9612935 |
| Class: Neutrophils | 0.7777778 | 0.9946950 | 0.6363636 | 0.9973404 | 0.6363636 | 0.7777778 | 0.7000000 | 0.0117955 | 0.0091743 | 0.0144168 | 0.8862364 |
| Class: Monoblasts | 0.3939394 | 0.9356164 | 0.2166667 | 0.9715505 | 0.2166667 | 0.3939394 | 0.2795699 | 0.0432503 | 0.0170380 | 0.0786370 | 0.6647779 |
| Class: Pro-B | 0.5000000 | 1.0000000 | 1.0000000 | 0.9880637 | 1.0000000 | 0.5000000 | 0.6666667 | 0.0235911 | 0.0117955 | 0.0117955 | 0.7500000 |
| Class: HSPCs | 0.3043478 | 0.9959459 | 0.7000000 | 0.9787517 | 0.7000000 | 0.3043478 | 0.4242424 | 0.0301442 | 0.0091743 | 0.0131062 | 0.6501469 |
| Class: Pericytes | 0.1250000 | 1.0000000 | 1.0000000 | 0.9908136 | 1.0000000 | 0.1250000 | 0.2222222 | 0.0104849 | 0.0013106 | 0.0013106 | 0.5625000 |
| Class: Myelocytes | 0.8214286 | 0.9714286 | 0.5227273 | 0.9930459 | 0.5227273 | 0.8214286 | 0.6388889 | 0.0366972 | 0.0301442 | 0.0576671 | 0.8964286 |
| Class: Monocytes | 0.5000000 | 0.9985775 | 0.9677419 | 0.9590164 | 0.9677419 | 0.5000000 | 0.6593407 | 0.0786370 | 0.0393185 | 0.0406291 | 0.7492888 |
| Class: Pre-B | 0.9620253 | 0.9985380 | 0.9870130 | 0.9956268 | 0.9870130 | 0.9620253 | 0.9743590 | 0.1035387 | 0.0996068 | 0.1009174 | 0.9802817 |
| Class: T-NK | 0.3968254 | 1.0000000 | 1.0000000 | 0.9485095 | 1.0000000 | 0.3968254 | 0.5681818 | 0.0825688 | 0.0327654 | 0.0327654 | 0.6984127 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 93 | 0 | 0 | 19 | 1 | 3 | 0 | 3 | 1 | 0 | 3 |
| Erythroblasts | 0 | 342 | 0 | 0 | 1 | 8 | 5 | 1 | 0 | 2 | 13 |
| Neutrophils | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 |
| Monoblasts | 1 | 0 | 0 | 13 | 6 | 5 | 0 | 0 | 22 | 0 | 13 |
| Pro-B | 0 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 7 | 1 | 0 | 0 | 0 | 2 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| Myelocytes | 4 | 2 | 2 | 1 | 0 | 0 | 1 | 23 | 5 | 0 | 6 |
| Monocytes | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 30 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 76 | 1 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 25 |
| Accuracy | Kappa | AccuracyLower | AccuracyUpper | AccuracyNull | AccuracyPValue |
|---|---|---|---|---|---|
| 0.9248705 | 0.9028526 | 0.8938822 | 0.9491098 | 0.3419689 | 0 |
| Sensitivity | Specificity | Pos Pred Value | Neg Pred Value | Precision | Recall | F1 | Prevalence | Detection Rate | Detection Prevalence | Balanced Accuracy | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Class: Myeloblasts | 0.9875000 | 0.9673203 | 0.8876404 | 0.9966330 | 0.8876404 | 0.9875000 | 0.9349112 | 0.2072539 | 0.2046632 | 0.2305699 | 0.9774101 |
| Class: Erythroblasts | 1.0000000 | 0.9763780 | 0.9565217 | 1.0000000 | 0.9565217 | 1.0000000 | 0.9777778 | 0.3419689 | 0.3419689 | 0.3575130 | 0.9881890 |
| Class: Neutrophils | 0.8181818 | 1.0000000 | 1.0000000 | 0.9891304 | 1.0000000 | 0.8181818 | 0.9000000 | 0.0569948 | 0.0466321 | 0.0466321 | 0.9090909 |
| Class: Monoblasts | 0.8400000 | 0.9861496 | 0.8076923 | 0.9888889 | 0.8076923 | 0.8400000 | 0.8235294 | 0.0647668 | 0.0544041 | 0.0673575 | 0.9130748 |
| Class: Pro-B | 0.2000000 | 1.0000000 | 1.0000000 | 0.9896104 | 1.0000000 | 0.2000000 | 0.3333333 | 0.0129534 | 0.0025907 | 0.0025907 | 0.6000000 |
| Class: HSPCs | 0.3750000 | 1.0000000 | 1.0000000 | 0.9869452 | 1.0000000 | 0.3750000 | 0.5454545 | 0.0207254 | 0.0077720 | 0.0077720 | 0.6875000 |
| Class: Pericytes | 0.0000000 | 1.0000000 | NaN | 0.9974093 | NA | 0.0000000 | NA | 0.0025907 | 0.0000000 | 0.0000000 | 0.5000000 |
| Class: Myelocytes | 0.9397590 | 0.9768977 | 0.9176471 | 0.9833887 | 0.9176471 | 0.9397590 | 0.9285714 | 0.2150259 | 0.2020725 | 0.2202073 | 0.9583284 |
| Class: Monocytes | 0.8461538 | 0.9973190 | 0.9166667 | 0.9946524 | 0.9166667 | 0.8461538 | 0.8800000 | 0.0336788 | 0.0284974 | 0.0310881 | 0.9217364 |
| Class: Pre-B | 0.9166667 | 1.0000000 | 1.0000000 | 0.9973333 | 1.0000000 | 0.9166667 | 0.9565217 | 0.0310881 | 0.0284974 | 0.0284974 | 0.9583333 |
| Class: T-NK | 0.6000000 | 1.0000000 | 1.0000000 | 0.9947781 | 1.0000000 | 0.6000000 | 0.7500000 | 0.0129534 | 0.0077720 | 0.0077720 | 0.8000000 |
| Prediction/Reference | Myeloblasts | Erythroblasts | Neutrophils | Monoblasts | Pro-B | HSPCs | Pericytes | Myelocytes | Monocytes | Pre-B | T-NK |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Myeloblasts | 79 | 0 | 0 | 3 | 0 | 2 | 1 | 4 | 0 | 0 | 0 |
| Erythroblasts | 0 | 132 | 0 | 0 | 2 | 2 | 0 | 1 | 0 | 1 | 0 |
| Neutrophils | 0 | 0 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Monoblasts | 0 | 0 | 0 | 21 | 1 | 1 | 0 | 0 | 2 | 0 | 1 |
| Pro-B | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| HSPCs | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 |
| Pericytes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Myelocytes | 1 | 0 | 4 | 0 | 1 | 0 | 0 | 78 | 0 | 0 | 1 |
| Monocytes | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 11 | 0 | 0 |
| Pre-B | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 0 |
| T-NK | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
---
title: "Spectral Distances"
output:
flexdashboard::flex_dashboard:
orientation: row
vertical_layout: scroll
source_code: embed
theme: flatly
---
```{r setup, include=FALSE}
library(flexdashboard)
library(highcharter)
library(tidyverse)
library(reshape2)
library(dplyr)
library(broom)
library(d3heatmap)
library(printr)
```
```{r}
load("Data/Tables.RData")
load("Data/Accs.RData")
load("Data/SpecDists.RData")
load("Data/PrimalData.RData")
load("Data/DualData.RData")
load("Data/PlotData.RData")
```
Coding
==========
Row {data-height=800}
----------
```{r, dpi=240}
knitr::include_url("codemarkdown.html", height = "800px")
```
Cell Fate
==========
Row {.tabset .tabset-fade data-height=800}
----------
### All
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Type)) + geom_point()
```
### Basophils
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Basophils)) + geom_point() + theme(legend.position = "none")
```
### Endothelial Cells
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = `Endothelial Cells`)) + geom_point() + theme(legend.position = "none")
```
### Erythroblasts
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Erythroblasts)) + geom_point() + theme(legend.position = "none")
```
### HSPCs
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = HSPCs)) + geom_point() + theme(legend.position = "none")
```
### Megakaryocytes
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Megakaryocytes)) + geom_point() + theme(legend.position = "none")
```
### Monoblasts
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Monoblasts)) + geom_point() + theme(legend.position = "none")
```
### Monocytes
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Monocytes)) + geom_point() + theme(legend.position = "none")
```
### Myeloblasts
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Myeloblasts)) + geom_point() + theme(legend.position = "none")
```
### Myelocytes
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Myelocytes)) + geom_point() + theme(legend.position = "none")
```
### Neutrophils
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Neutrophils)) + geom_point() + theme(legend.position = "none")
```
### Pericytes
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = Pericytes)) + geom_point() + theme(legend.position = "none")
```
### Pre-B
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = PreB)) + geom_point() + theme(legend.position = "none")
```
### Pro-B
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = ProB)) + geom_point() + theme(legend.position = "none")
```
### T-NK
```{r}
ggplot(sftmx, aes(tSNE1, tSNE2, colour = TNK)) + geom_point() + theme(legend.position = "none")
```
Primal Spectral Distance
==========
Row
----------
### Primal Spectral Distance
Here is a heatmap of the spectral distances between the Primal Classification Hypegraphs (or Model 1 Hypergraphs), where vertices are cells and hyperedges are cell fates. The hyeprgraphs have been sorted in the heatmap such the species tested on is grouped together. It is clear to see, that all hypergraphs tested on the same species have low spectral distance between them, except for Human 3 who's spectral distance is much closer to mice than it is to humans.
Row {data-height=500}
----------
### Heatmap
```{r}
d3heatmap(sd.p, symm = TRUE, colors = c("green", "red"))
```
### UMAP Representation of Spectral Projection
```{R}
x <- c("Trained On:", "Tested On:")
y <- sprintf("{point.%s:.2f}", c("Train", "Test"))
tltip <- tooltip_table(x,y)
primal.data %>%
hchart("point", hcaes(x = UMAP1, y = UMAP2, group = testspec)) %>%
hc_colors(c("blue", "red")) %>%
hc_xAxis(title = list(text = "UMAP 1")) %>%
hc_yAxis(title = list(text = "UMAP 2")) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
Dual Spectral Distance
==========
Row
----------
### Dual Spectral Distance
Here is a heatmap of the spectral distances between the Dual Classification Hypegraphs (or Model 2 Hypergraphs), where vertices are cell fates and hyperedges are cells. It is harder to immediately analyse these resluts by inspection. There is a definite pattern to the data with respect to the species the classifiers were tested and trained on. It is interesting to note that the spectral distances between all hypergraphs where the classifier was both tested and trained on the same species is low. Oimilarly to the primal case, the pattern in the data is broken by Human 3. The hypergraphs of classifiers trained on Human 3 but then tested on mice has a starkly different heatmap to other similar classifiers.
Row {data-height=500}
----------
### Heatmap
```{r}
d3heatmap(sd.d, symm = TRUE, colors = c("green", "red"))
```
### A Statisic
```{R}
x <- c("Trained On:", "Tested On:")
y <- sprintf("{point.%s:.2f}", c("Train", "Test"))
tltip <- tooltip_table(x,y)
dual.data %>%
hchart("point", hcaes(x = UMAP1, y = UMAP2, group = Interspec)) %>%
hc_colors(c("black", "red", "blue")) %>%
hc_xAxis(title = list(text = "UMAP 1")) %>%
hc_yAxis(title = list(text = "UMAP 2")) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Confidence/Accuracy
==========
Row {data-height=500}
----------
### **Balanced Accuracy Compared to Spectral Distance From the Disconnected Hypergraph** {data-width=900}
```{r}
p.data <- data.frame(sd = unlist(spectral_distances$disconnected), acc = unlist(bal_accs))
p.data$train <- c(rep(c("Mouse 1", "Mouse 2", "Mouse 3"), 2, each = 3),rep(c("Human 1", "Human 2", "Human 3"), 2, each = 3))
p.data$test <- c(rep(c("Mouse 1", "Mouse 2", "Mouse 3"), 3), rep(c("Human 1", "Human 2", "Human 3"), 3), rep(c("Mouse 1", "Mouse 2", "Mouse 3"), 3), rep(c("Human 1", "Human 2", "Human 3"), 3))
p.data$trainspec <- rep(c("Mouse", "Human"), each = 18)
p.data$testspec <- rep(c("Mouse", "Human"), each = 9, 2)
x <- c("Trained On:", "Tested On:", "Balanced Accuracy:", "Spectral Distance:")
y <- sprintf("{point.%s:.2f}", c("train", "test", "acc", "sd"))
tltip <- tooltip_table(x,y)
model.mouse <- lm(sd ~ acc, data = p.data[which(p.data$trainspec == "Mouse"),])
fit.mouse <- augment(model.mouse) %>% arrange(acc)
model.human <- lm(sd ~ acc, data = p.data[which(p.data$trainspec == "Human"),])
fit.human <- augment(model.human) %>% arrange(acc)
p.data %>%
hchart("point", hcaes(x = acc, y = sd, group = trainspec)) %>%
hc_colors(c("blue", "red")) %>%
hc_add_series(fit.human, type = "line", hcaes(x = acc, y = .fitted), name = "Human Fit", id = "humanfit")%>%
hc_add_series(fit.mouse, type = "line", hcaes(x = acc, y = .fitted), name = "Mouse Fit", id = "mousefit")%>%
hc_xAxis(title = list(text = "Balanced Accurcay")) %>%
hc_yAxis(title = list(text = "Spectral Distance From the Disconnected Hypergraph")) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### **Spectral Distance From the Disconnected Hypergraph as a Measure of Confidence**
The spectral distance from the disconnected hypergraph might be able to be used as a measure of confidence of a set of classifications. The disconnected hyeprgraph (the hypergraph where all hyperedges are a loop around one vertex) in the context of hypergraphs created using ML softmax output, would represent a classifier that was completely confident with every classification. Therefore, the greater the spectral distance between a given hypergraph and the disconnected hypergraph the less structural similarities there are between them and therefore the less likely it is to represent stronlgy confident classifications.
There is an apparent pattern in the data that the lower the balanced accuracy, the higher the spectral distance (the less confident the predictions are). It is noticable that there are two distinct trends, one for the classifications tested on mice and one for the classifications tested on humans.
Row
----------
### **Average Balanced Accuracy of Intraspecies Classifications**
```{r}
gauge(round(mean(p.data$acc[which(p.data$testspec == p.data$trainspec)]), digits = 2),
min = 0,
max = 1,
gaugeSectors(success = c(0.85, 1),
warning = c(0.7, 0.85),
danger = c(0, 0.7)
)
)
```
### **Average Spectral Distance From the Disconnected Hypergraph of Intraspecies Classifications**
```{r}
valueBox(round(mean(p.data$sd[which(p.data$testspec == p.data$trainspec)]), digits = 2))
```
### **Average Balanced Accuracy of Interspecies Classifications**
```{r}
gauge(round(mean(p.data$acc[which(p.data$testspec != p.data$trainspec)]), digits = 2),
min = 0,
max = 1,
gaugeSectors(success = c(0.85, 1),
warning = c(0.7, 0.85),
danger = c(0, 0.7)
)
)
```
### **Average Spectral Distance From the Disconnected Hypergraph of Interspecies Classifications**
```{r}
valueBox(round(mean(p.data$sd[which(p.data$testspec != p.data$trainspec)]), digits = 2))
```
Row {.tabset .tabset-fade data-height=1000}
----------
### M1M1
```{R}
as.table(conf_mat$mm[[1]][[1]]$overall[-7])
conf_mat$mm[[1]][[1]]$byClass
conf_mat$mm[[1]][[1]]$table
```
### M1M2
```{R}
as.table(conf_mat$mm[[1]][[2]]$overall[-7])
conf_mat$mm[[1]][[2]]$byClass
conf_mat$mm[[1]][[2]]$table
```
### M1M3
```{R}
as.table(conf_mat$mm[[1]][[3]]$overall[-7])
conf_mat$mm[[1]][[3]]$byClass
conf_mat$mm[[1]][[3]]$table
```
### M2M1
```{R}
as.table(conf_mat$mm[[2]][[1]]$overall[-7])
conf_mat$mm[[2]][[1]]$byClass
conf_mat$mm[[2]][[1]]$table
```
### M2M2
```{R}
as.table(conf_mat$mm[[2]][[2]]$overall[-7])
conf_mat$mm[[2]][[2]]$byClass
conf_mat$mm[[2]][[2]]$table
```
### M2M3
```{R}
as.table(conf_mat$mm[[2]][[3]]$overall[-7])
conf_mat$mm[[2]][[3]]$byClass
conf_mat$mm[[2]][[3]]$table
```
### M3M1
```{R}
as.table(conf_mat$mm[[3]][[1]]$overall[-7])
conf_mat$mm[[3]][[1]]$byClass
conf_mat$mm[[3]][[1]]$table
```
### M3M2
```{R}
as.table(conf_mat$mm[[3]][[2]]$overall[-7])
conf_mat$mm[[3]][[2]]$byClass
conf_mat$mm[[3]][[2]]$table
```
### M3M3
```{R}
as.table(conf_mat$mm[[3]][[3]]$overall[-7])
conf_mat$mm[[3]][[3]]$byClass
conf_mat$mm[[3]][[3]]$table
```
### M1H1
```{R}
as.table(conf_mat$mh[[1]][[1]]$overall[-7])
conf_mat$mh[[1]][[1]]$byClass
conf_mat$mh[[1]][[1]]$table
```
### M1H2
```{R}
as.table(conf_mat$mh[[1]][[2]]$overall[-7])
conf_mat$mh[[1]][[2]]$byClass
conf_mat$mh[[1]][[2]]$table
```
### M1H3
```{R}
as.table(conf_mat$mh[[1]][[3]]$overall[-7])
conf_mat$mh[[1]][[3]]$byClass
conf_mat$mh[[1]][[3]]$table
```
### M2H1
```{R}
as.table(conf_mat$mh[[2]][[1]]$overall[-7])
conf_mat$mh[[2]][[1]]$byClass
conf_mat$mh[[2]][[1]]$table
```
### M2H2
```{R}
as.table(conf_mat$mh[[2]][[2]]$overall[-7])
conf_mat$mh[[2]][[2]]$byClass
conf_mat$mh[[2]][[2]]$table
```
### M2H3
```{R}
as.table(conf_mat$mh[[2]][[3]]$overall[-7])
conf_mat$mh[[2]][[3]]$byClass
conf_mat$mh[[2]][[3]]$table
```
### M3H1
```{R}
as.table(conf_mat$mh[[3]][[1]]$overall[-7])
conf_mat$mh[[3]][[1]]$byClass
conf_mat$mh[[3]][[1]]$table
```
### M3H2
```{R}
as.table(conf_mat$mh[[3]][[2]]$overall[-7])
conf_mat$mh[[3]][[2]]$byClass
conf_mat$mh[[3]][[2]]$table
```
### M3H3
```{R}
as.table(conf_mat$mh[[3]][[3]]$overall[-7])
conf_mat$mh[[3]][[3]]$byClass
conf_mat$mh[[3]][[3]]$table
```
### H1M1
```{R}
as.table(conf_mat$hm[[1]][[1]]$overall[-7])
conf_mat$hm[[1]][[1]]$byClass
conf_mat$hm[[1]][[1]]$table
```
### H1M2
```{R}
as.table(conf_mat$hm[[1]][[2]]$overall[-7])
conf_mat$hm[[1]][[2]]$byClass
conf_mat$hm[[1]][[2]]$table
```
### H1M3
```{R}
as.table(conf_mat$hm[[1]][[3]]$overall[-7])
conf_mat$hm[[1]][[3]]$byClass
conf_mat$hm[[1]][[3]]$table
```
### H2M1
```{R}
as.table(conf_mat$hm[[2]][[1]]$overall[-7])
conf_mat$hm[[2]][[1]]$byClass
conf_mat$hm[[2]][[1]]$table
```
### H2M2
```{R}
as.table(conf_mat$hm[[2]][[2]]$overall[-7])
conf_mat$hm[[2]][[2]]$byClass
conf_mat$hm[[2]][[2]]$table
```
### H2M3
```{R}
as.table(conf_mat$hm[[2]][[3]]$overall[-7])
conf_mat$hm[[2]][[3]]$byClass
conf_mat$hm[[2]][[3]]$table
```
### H3M1
```{R}
as.table(conf_mat$hm[[3]][[1]]$overall[-7])
conf_mat$hm[[3]][[1]]$byClass
conf_mat$hm[[3]][[1]]$table
```
### H3M2
```{R}
as.table(conf_mat$hm[[3]][[2]]$overall[-7])
conf_mat$hm[[3]][[2]]$byClass
conf_mat$hm[[3]][[2]]$table
```
### H3M3
```{R}
as.table(conf_mat$hm[[3]][[3]]$overall[-7])
conf_mat$hm[[3]][[3]]$byClass
conf_mat$hm[[3]][[3]]$table
```
### H1H1
```{R}
as.table(conf_mat$hh[[1]][[1]]$overall[-7])
conf_mat$hh[[1]][[1]]$byClass
conf_mat$hh[[1]][[1]]$table
```
### H1H2
```{R}
as.table(conf_mat$hh[[1]][[2]]$overall[-7])
conf_mat$hh[[1]][[2]]$byClass
conf_mat$hh[[1]][[2]]$table
```
### H1H3
```{R}
as.table(conf_mat$hh[[1]][[3]]$overall[-7])
conf_mat$hh[[1]][[3]]$byClass
conf_mat$hh[[1]][[3]]$table
```
### H2H1
```{R}
as.table(conf_mat$hh[[2]][[1]]$overall[-7])
conf_mat$hh[[2]][[1]]$byClass
conf_mat$hh[[2]][[1]]$table
```
### H2H2
```{R}
as.table(conf_mat$hh[[2]][[2]]$overall[-7])
conf_mat$hh[[2]][[2]]$byClass
conf_mat$hh[[2]][[2]]$table
```
### H2H3
```{R}
as.table(conf_mat$hh[[2]][[3]]$overall[-7])
conf_mat$hh[[2]][[3]]$byClass
conf_mat$hh[[2]][[3]]$table
```
### H3H1
```{R}
as.table(conf_mat$hh[[3]][[1]]$overall[-7])
conf_mat$hh[[3]][[1]]$byClass
conf_mat$hh[[3]][[1]]$table
```
### H3H2
```{R}
as.table(conf_mat$hh[[3]][[2]]$overall[-7])
conf_mat$hh[[3]][[2]]$byClass
conf_mat$hh[[3]][[2]]$table
```
### H3H3
```{R}
as.table(conf_mat$hh[[3]][[3]]$overall[-7])
conf_mat$hh[[3]][[3]]$byClass
conf_mat$hh[[3]][[3]]$table
```
Eigenvalues
==========
Row
----------
### Mouse 1 Trained Eigenvalues - Primal
```{r}
ind.train <- 1
temp <- c(eigenvalues$mouse_mouse$primal[[ind.train]], eigenvalues$mouse_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Mouse 1 Trained Eigenvalues - Dual
```{r}
ind.train <- 1
temp <- c(eigenvalues$mouse_mouse$dual[[ind.train]], eigenvalues$mouse_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
### Mouse 2 Trained Eigenvalues - Primal
```{r}
ind.train <- 2
temp <- c(eigenvalues$mouse_mouse$primal[[ind.train]], eigenvalues$mouse_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Mouse 2 Trained Eigenvalues - Dual
```{r}
ind.train <- 2
temp <- c(eigenvalues$mouse_mouse$dual[[ind.train]], eigenvalues$mouse_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
### Mouse 3 Trained Eigenvalues - Primal
```{r}
ind.train <- 3
temp <- c(eigenvalues$mouse_mouse$primal[[ind.train]], eigenvalues$mouse_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Mouse 3 Trained Eigenvalues - Dual
```{r}
ind.train <- 3
temp <- c(eigenvalues$mouse_mouse$dual[[ind.train]], eigenvalues$mouse_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Mouse", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
### Human 1 Trained Eigenvalues - Primal
```{r}
ind.train <- 1
temp <- c(eigenvalues$human_mouse$primal[[ind.train]], eigenvalues$human_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Human 1 Trained Eigenvalues - Dual
```{r}
ind.train <- 1
temp <- c(eigenvalues$human_mouse$dual[[ind.train]], eigenvalues$human_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
### Human 2 Trained Eigenvalues - Primal
```{r}
ind.train <- 2
temp <- c(eigenvalues$human_mouse$primal[[ind.train]], eigenvalues$human_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Human 2 Trained Eigenvalues - Dual
```{r}
ind.train <- 2
temp <- c(eigenvalues$human_mouse$dual[[ind.train]], eigenvalues$human_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
Row
----------
### Human 3 Trained Eigenvalues - Primal
```{r}
ind.train <- 3
temp <- c(eigenvalues$human_mouse$primal[[ind.train]], eigenvalues$human_human$primal[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```
### Human 3 Trained Eigenvalues - Dual
```{r}
ind.train <- 3
temp <- c(eigenvalues$human_mouse$dual[[ind.train]], eigenvalues$human_human$dual[[ind.train]])
temp <- unlist(temp)
p.temp <- data.frame(Value = temp, Tested = rep(1:3, each = 11), Tested = ind.train)
p.temp$Trained <- paste("Human", p.temp$Trained)
p.temp$Tested <- c(paste("Mouse", p.temp$Tested[1:33]), paste("Human", p.temp$Tested[34:66]))
p.temp$Eigenvalue <- 1:11
x <- c("Tested On:", "Eigenvalue:", "Value:")
y <- sprintf("{point.%s:.2f}", c("Tested", "Eigenvalue", "Value"))
tltip <- tooltip_table(x,y)
p.temp %>%
hchart("column", hcaes(x = Eigenvalue, y = Value, group = Tested)) %>%
hc_colors(c("#5DADE2", "#2E86C1", "#21618C", "#48C9B0", "#17A589", "#117864")) %>%
hc_chart(options3d = list(enabled = TRUE
, beta = 20
, alpha = 30
, depth = 400
, viewDistance = 5)) %>%
hc_plotOptions(
series = list(groupZpadding = 0
, depth = 100
, groupPadding = 0
, grouping = FALSE
, frame = list(
bottom = list(
size = 1
, color = 'rgba(0,0,0,0.05)'
)
)
)
) %>%
hc_tooltip(useHTML = TRUE, headerFormat = "", pointFormat = tltip)
```